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        "id": "ehlers-2025-ait",
        "type_id": "journalpaper_notalk",
        "tu_id": null,
        "repositum_id": "20.500.12708/208050",
        "title": "An introduction to and survey of biological network visualization",
        "date": "2025-02",
        "abstract": "Biological networks describe complex relationships in biological systems, which represent biological entities as vertices and their underlying connectivity as edges. Ideally, for a complete analysis of such systems, domain experts need to visually integrate multiple sources of heterogeneous data, and visually, as well as numerically, probe said data in order to explore or validate (mechanistic) hypotheses. Such visual analyses require the coming together of biological domain experts, bioinformaticians, as well as network scientists to create useful visualization tools. Owing to the underlying graph data becoming ever larger and more complex, the visual representation of such biological networks has become challenging in its own right. This introduction and survey aims to describe the current state of biological network visualization in order to identify scientific gaps for visualization experts, network scientists, bioinformaticians, and domain experts, such as biologists, or biochemists, alike. Specifically, we revisit the classic visualization pipeline, upon which we base this paper’s taxonomy and structure, which in turn forms the basis of our literature classification. This pipeline describes the process of visualizing data, starting with the raw data itself, through the construction of data tables, to the actual creation of visual structures and views, as a function of task-driven user interaction. Literature was systematically surveyed using API-driven querying where possible, and the collected papers were manually read and categorized based on the identified sub-components of this visualization pipeline’s individual steps. From this survey, we highlight a number of exemplary visualization tools from multiple biological sub-domains in order to explore how they adapt these discussed techniques and why. Additionally, this taxonomic classification of the collected set of papers allows us to identify existing gaps in biological network visualization practices. We finally conclude this report with a list of open challenges and potential research directions. Examples of such gaps include (i) the overabundance of visualization tools using schematic or straight-line node-link diagrams, despite the availability of powerful alternatives, or (ii) the lack of visualization tools that also integrate more advanced network analysis techniques beyond basic graph descriptive statistics.",
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        "articleno": "104115",
        "doi": "10.1016/j.cag.2024.104115",
        "issn": "1873-7684",
        "journal": "COMPUTERS & GRAPHICS-UK",
        "pages": "31",
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        "volume": "126",
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                "name": "Biological Data Visualization",
                "short_abstract": "In this research area, we develop new visualization techniques to support biologists in data analysis and create visualizations to disseminate scientific discoveries in biology.",
                "abstract": "In modern biological research domain experts have to deal with complex and large data collections and simulations. Our goal is to support biological researches in molecular biology and phenotyping communities by developing visualizations that complement statistical methodology and wet lab with visual data analysis. Our tools allow the domain experts to see the key information they are looking for that relates to the studied structure, such as tunnels in molecules on the nanoscale or root shape distributions on the macroscopic magnification levels.\nEqually important is the role of visualization in explaining certain phenomenon to a larger audience. Biologists create large structural models that reflect the state-of-the-art knowledge about a certain living organism. This form of captured knowledge can be effectively communicated with interactive visualization, especially the aspect of understanding interplay of multiple spatial and temporal scales. With our visualization technology audience can therefore seamlessly zoom from zoom level when seeing entire bacteria down to its atomic detail.\n",
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                "website": "https://www.cg.tuwien.ac.at/research/area/NetVis",
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            "Network visualization",
            "Visualization pipeline",
            "Sensemaking loop",
            "Visual analytics",
            "Network analysis",
            "Biological networks",
            "State-of-the-art-report"
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                    "Animated Cell Tab development",
                    "AutARG",
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                    "COMRADE",
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                    "d9951",
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                    "exvisation",
                    "Illustrare",
                    "illvisation",
                    "KASI",
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                    "NeuroViewer",
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                    "ProKeyAnim",
                    "PVG",
                    "Scale-VS",
                    "Scenario Pool",
                    "Semantic Steering",
                    "Sim-CT",
                    "Smart-CT",
                    "Smile Analytics",
                    "ViMaL",
                    "VISAR"
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                    "IllVis",
                    "InfoVis",
                    "MedVis",
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                    "Perception",
                    "VisMat",
                    "VR"
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                    "2017-kouril-illcell",
                    "2019-ic",
                    "AA2020",
                    "aigner-2025-vhv",
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                    "Alharbi_2021",
                    "Alsallakh_2012_RCW",
                    "alsallakh-2009-iva",
                    "altendorfer-2008-vts",
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                    "amirkhanov_2012",
                    "amirkhanov_2012heur",
                    "amirkhanov-2011",
                    "amirkhanov-2014-ama",
                    "amirkhanov-2018-withteeth",
                    "amirkhanov-2021-diss",
                    "amirkhanov2010AMA",
                    "ammer-2008-lst",
                    "An-2018-CHI",
                    "AndreUrsits_2013_APP",
                    "antes-2023-vhv",
                    "Antonini2020",
                    "arbesser_ba_2023",
                    "Artner-2004-Hig",
                    "Artner-2005-Hig",
                    "Artner-2005-Thesis",
                    "audioflow",
                    "Auzinger_Mistelbauer_2013_CSR",
                    "balabanian-2007-ant",
                    "balabanian-2008-hvv",
                    "Balabanian-2010-IIV",
                    "Balabanian-2010-PSDSV",
                    "Balduz_01",
                    "Basch_2011_ATA",
                    "Bauer_David_2018",
                    "Bauer_Johannes_2014_IWB",
                    "bauer-2015-cbfd",
                    "Bayat_2019",
                    "bayer-2015-gapaot",
                    "bbeer-2013",
                    "Bechtold2020",
                    "Beer_2011_DVE",
                    "Beham_Michael_PSC",
                    "beham-2014-cupid",
                    "bernhard-2006-dvrcta",
                    "bernhard-2014-GTOM",
                    "bernhard-2016-gft",
                    "Bernold_2019",
                    "bernold-2019-epr",
                    "bhore-2021-issac",
                    "birkeland_aasmund_2014_pums",
                    "Birkeland-2012-IMC",
                    "BirsakHanzl-2009",
                    "boeroendy-2022-uio",
                    "boesch_2014_browserHistoryVis",
                    "borgo-2013-gly",
                    "borondy2022",
                    "bouzari-thesis",
                    "bramberger-3pv",
                    "Brandorff-08-OV",
                    "brandorff-2009-erv",
                    "brandstaetter_01",
                    "brandstaetter-2007-vosd",
                    "Brandstaetter2020",
                    "Braunsperger-2025_bsc",
                    "breitenecker-2020-bct",
                    "bront-2023-svo",
                    "brucker-2010-RES",
                    "Bruckner_Stefan_2015_VAS",
                    "bruckner-2004-EVV",
                    "bruckner-2005-AIV",
                    "bruckner-2005-ATI",
                    "bruckner-2005-ICV",
                    "bruckner-2005-vid",
                    "bruckner-2005-VIS",
                    "bruckner-2006-EVV",
                    "bruckner-2006-ICE",
                    "bruckner-2007-EDF",
                    "bruckner-2007-STF",
                    "bruckner-2008-IIV",
                    "bruckner-2008-IVV",
                    "bruckner-2009-BVQ",
                    "bruckner-2009-IVV",
                    "bruckner-2010-HVC",
                    "bruckner-2010-IFC",
                    "bruckner-2010-ISM",
                    "bruckner-2010-SES",
                    "Bruckner-2012-VEA",
                    "buerger_raphael_2006_3dpoly",
                    "Buerger-2007-cmv",
                    "Buerger-2007-eurovis",
                    "buerger-2007-star",
                    "bugnar-esk-2021",
                    "burns-2007-fea",
                    "bydlinski-2015-gapaot",
                    "byska-2019-mdfc",
                    "Cai_2018",
                    "Caic2021",
                    "Carata_2011_IVE",
                    "carbesser-2013",
                    "casellato-2016-pkg",
                    "cellVIEW_2015",
                    "cizmic-2018-evd",
                    "cmolik-2020-tvcg",
                    "Cornel_2020",
                    "Cornel_Daniel_2015_VOC",
                    "Cornel2016CFM",
                    "coto-2005-MAC",
                    "Cruz-thesis",
                    "Csebfalvi-2002-FPVF",
                    "Csebfalvi-2002-SBICG",
                    "Csebfalvi-2002-Smo",
                    "Csebfalvi-2012-IOM",
                    "Csuk_2011",
                    "daae-lampe-2010-dif",
                    "dataset-christmastree",
                    "dataset-present",
                    "dataset-stagbeetle",
                    "Deutsch-2018",
                    "Dhanoa_2021",
                    "dhanoa-2025-ave",
                    "Dhanoa2024",
                    "Diehl_2015",
                    "Diehl_2021",
                    "Diehl-2017-Albero",
                    "Dietrich_1",
                    "dietrich-2016-viseq2",
                    "diss-thesis-bratislava",
                    "diss-thesis-magdeburg",
                    "diss-thesis-siegen",
                    "djuric-2020-wvo",
                    "donabauer_2019_1",
                    "donabauer-2015-asc",
                    "draeger-2005-chain",
                    "dworschak-2016-szcm",
                    "dworschak-2016-szcm",
                    "dworschak-2024-aml",
                    "Eckelt_2017",
                    "Eckelt_2018_01",
                    "Edi_2019_10_01",
                    "edlinger-2018-vwr",
                    "eg-tut2005-iv",
                    "Ehlers_PhD",
                    "ehlers-2023-iro",
                    "ehlers-2024-mmm",
                    "ehlers-2024-vgs",
                    "ehlers-2025-ait",
                    "ehlers-thesis",
                    "Eichner2022",
                    "eitler-2024-sos",
                    "eiweck-hnv-2021",
                    "ellhotka-2025-ipo",
                    "emsenhuber-2008-vhd",
                    "erler-2025-lidarscout",
                    "eschner-2023-evl",
                    "eschner-2023-ims",
                    "eschner-2025-ide",
                    "eschner-blur-2022",
                    "Escribano_2017",
                    "Essler2022",
                    "EuroVis2018-ShortPapers-Karall",
                    "EuroVis2018-ShortPapers-Reiter",
                    "facial2004",
                    "Fechter_2011_DBS",
                    "filipovic-2014-dect",
                    "FISCHL-2012-CTASEG",
                    "fmistelbauer-2014-ad",
                    "fmistelbauer-2014-adict",
                    "Ford-2012-HRV",
                    "fourousan2021",
                    "freiler-2008-ste",
                    "fritz-2009-ieq",
                    "Froehler_Berhnard_2015_ESM",
                    "froschauer-2009-iod",
                    "Fruehstueck_Anna_2015_DOM",
                    "fuchs_raphael_2007_par",
                    "fuchs_vhml",
                    "fuchs-2008-del",
                    "fuchs-vortex",
                    "furmanova_2020",
                    "gadllah_2016",
                    "Gadllah_Hani_2016",
                    "gall_2016",
                    "Gall_2017",
                    "gall_alexander_2016BA",
                    "gall-2025-marv",
                    "Gall2020",
                    "Gall2021",
                    "gangl-2018-gpsart",
                    "Ganglberger-2022-cg",
                    "ganglberger2019",
                    "Ganuza",
                    "Ganuza_2015",
                    "Ganuza_MJ_2015_AVe",
                    "Ganuza_ML_2015_ISA",
                    "Ganuza-2017-IVCSGM",
                    "Gavrilescu_2011_VGP",
                    "gavrilescu-2008-vsc",
                    "gavrilescu-2009-postrend",
                    "Gavrilescu-2010-CIE",
                    "Gehrer_Daniel_CUI",
                    "Gehrer-2017",
                    "Gehrer-2017-molmach",
                    "georgiev-2019-cbg",
                    "gerl-2006-vhi",
                    "geymayer-2017-std",
                    "Gietl_2020",
                    "Gillmann2021",
                    "glanznig-2009-LAMC",
                    "glinzner-2016-tex",
                    "goel-2024-rdr",
                    "Gogel2020",
                    "gostler-2015-3dp",
                    "grammatikaki-2025-htr",
                    "grammatikaki-thesis",
                    "grimm-2004-arefined",
                    "GRIMM-2004-FDMX-P",
                    "grimm-2004-memory",
                    "GRIMM-2004-PPC",
                    "grimm-2004-volume",
                    "Groeller_2011_CVC",
                    "Groeller_2011_CW",
                    "Groeller_2011_GBC",
                    "Groeller_2011_HP",
                    "Groeller_2011_HSU",
                    "Groeller_2011_IPV",
                    "Groeller_2011_IVP",
                    "Groeller_2011_NR",
                    "Groeller_2011_NSM",
                    "Groeller_2011_VCD",
                    "Groeller_2011_VSD",
                    "Groeller_2011_VSD",
                    "Groeller_2011_VSD",
                    "Groeller_2011_VSS",
                    "Groeller_2012_KAV",
                    "Groeller_2012_VBP",
                    "Groeller_2012_ViV",
                    "Groeller_2012_VV",
                    "Groeller_2014_CaQ",
                    "Groeller_2014_CQV",
                    "Groeller_2014_CV",
                    "Groeller_2014_RWA",
                    "Groeller_2014_STC",
                    "Groeller_2014_UPS",
                    "Groeller_2014_VND",
                    "Groeller_2016_I2",
                    "Groeller_2016_I7",
                    "Groeller_2016_I8",
                    "Groeller_2016_P2",
                    "Groeller_2016_P4",
                    "Groeller_2016_P6",
                    "Groeller_2016_P7",
                    "Groeller_2021_11",
                    "Groeller_2021_BVM",
                    "Groeller_2021-10",
                    "Groeller_Edi_2013_TVC",
                    "Groeller_Edi_2013_VCQ",
                    "Groeller_Edi_2013TVCK",
                    "Groeller_Edi_VKA",
                    "Groeller_Eduard_2014_THS",
                    "Groeller_Eduard_2014_TSP",
                    "Groeller_Eduard_2014_UCT",
                    "Groeller_Eduard_2015_SMV",
                    "Groeller_Eduard_2015_TCU",
                    "Groeller_V1_2020",
                    "Groeller_V2_2020",
                    "Groeller_V3_2020",
                    "Groeller_V42020",
                    "Groeller_V5_2020",
                    "groeller-2004-efficient",
                    "groeller-2004-imp",
                    "groeller-2004-sci",
                    "groeller-2005-dia",
                    "Groeller-2010-CVC",
                    "Groeller-2010-IFI",
                    "Groeller-2010-IVVI",
                    "Groeller-2011-HSH",
                    "Groeller-2017-ARTORW",
                    "Groeller-2017-AVC",
                    "Groeller-2017-IVAMCS",
                    "Groeller-2017-PTPMD",
                    "Groller_2021-12-03",
                    "Gronde_2008",
                    "Grorller-2010-IVV",
                    "grossmann_2019_pelvisrunner_poster",
                    "Grossmann_MA",
                    "grossmann-2021-layout",
                    "grossmann-2022-conceptSplatters",
                    "grossmann-thesis",
                    "gruber-2025-vps",
                    "Gruenauer-2011-CAT",
                    "Gschwantner_2011_AMQ",
                    "gundacker-2020-wlm",
                    "Gurbat_2011_SBS",
                    "gusenbauer-2018",
                    "gusenbauer-2018",
                    "gusenbauer-2018-P",
                    "gutekunst_2019",
                    "Hadwiger-2002-Fas",
                    "haidacher_2010_statTF",
                    "haidacher-2004-FVV",
                    "haidacher-2005-MND",
                    "haidacher-2007-idr",
                    "haidacher-2008-vcbm",
                    "haidacher-2011-MSM",
                    "haidacher-2011-phd",
                    "haidacher-2011-VAM",
                    "Hainoun2019",
                    "Halladjian_2020",
                    "hanzl-2011",
                    "hartl-2008-vcd",
                    "hartmann-2005-adv",
                    "haushofer-2018-skinning",
                    "Heim_2020",
                    "Heim_2021",
                    "Heim-2017",
                    "heim-2024-accustripes",
                    "heim-gall-2020-dde",
                    "heinzl_2006_RSDVCDM",
                    "heinzl-2006-rep",
                    "heinzl-2008-sam",
                    "Heinzl2021",
                    "Herghelegiu-2012-BPV",
                    "herzberger-2023-swv",
                    "herzberger-2024-roh",
                    "Hirsch_Christian_2015_ABL",
                    "Hladuvka-2002-Exp",
                    "hladuvka-2002-exploiting",
                    "Hochmayr_Manuel_2015_PSE",
                    "hochmayr_manuel-2011-VoRMD",
                    "Hochpoechler_2016_VR",
                    "horvath-2018-ism",
                    "hromniak-2019-vcn",
                    "huber-2025-eed",
                    "Iijima-2020-iV",
                    "indirectBiasLanguageModels-2023",
                    "irendorfer-2024-uat",
                    "irger-2023-ves",
                    "Ismail-2018",
                    "jank-2022-cbf",
                    "Kanitsar-2002-CPR",
                    "Kanitsar-2003-Adva",
                    "Kanitsar-2003-Dem",
                    "Kanitsar-2004-Dia",
                    "Kanitsar-thesis",
                    "kapferer-2017-godot",
                    "Karall2017CVAB",
                    "Karall2018_2",
                    "karimov-2013-vivisection",
                    "karimov-2015-HD",
                    "karimov-2016-GIVE",
                    "karimov-2016-SD",
                    "keglevic_schulz-2011-MB",
                    "Kehrer-2008-hyp",
                    "Kehrer-2010-mom",
                    "kehrer-2011-vai",
                    "kehrer-2012-mod",
                    "kehrer-2013-IVA",
                    "kehrer-2013-SBC",
                    "Kehrer-2013-STAR",
                    "Kehrer-2014-CSD",
                    "kerbl-2024-ah3",
                    "kimmersdorfer-fancyMaps-2023",
                    "Kinkelin_2009",
                    "Kinkelin-2011-VR",
                    "Klaus2024",
                    "Kleber-2004-TFE",
                    "klein_2017_IM",
                    "klein_2019_MSA_Poster",
                    "klein_2019_PGG",
                    "klein_2019_PHD",
                    "klein_2019_PMP",
                    "Klein_Tobias_2015TIV",
                    "klein-thesis",
                    "Knapp_2017_CVR",
                    "knapp_michael_2004_MAS",
                    "knapp-2004-semi",
                    "koch_bernhard_2018-1",
                    "koch-2018-sso",
                    "koehle-2013-sgv",
                    "koeppel-2021",
                    "Koeppel2020",
                    "Kohlmann-2007-EBV",
                    "kohlmann-2007-livesync",
                    "kohlmann-2008-lse",
                    "kohlmann-2009-cp",
                    "kohlmann-2009-lssl",
                    "kolesar-ivan-2014-polymers",
                    "Kolter_2021",
                    "komon-2025-dco",
                    "komon-2025-webigeo",
                    "komon-2025-webigeo",
                    "komon-kimmersdorfer-2025-weBIGeo",
                    "Konyha_2013_IVA",
                    "korpitsch_thorsten-2019",
                    "korpitsch-2020-cescg",
                    "Korpitsch-2020-wscg",
                    "korpitsch-2021-lov",
                    "Koszticsak-2017-ewt",
                    "Kouril_2017_11",
                    "kouril-2015-maya2cellview",
                    "kouril-2017-sccgposter",
                    "kouril-2018-LoL",
                    "kouril-2018-LoL",
                    "kouril-2020-hyperlabels",
                    "kouril-2021-molecumentary",
                    "kouril-2021-phdthesis",
                    "Kovacs_PhD",
                    "krakhofer-2015",
                    "Krone2016VABC",
                    "kuehschelm-2005-adv",
                    "Kugler_2019",
                    "Kuroko-2020-iV",
                    "Labschuetz_Matthias_2015_JIT",
                    "Labschuetz_Matthias_2016_AHD",
                    "Labschuetz_Matthias_2016_JIT",
                    "Labschuetz_Matthias_2016_JITT",
                    "Lackner_2022",
                    "LaCruz2004",
                    "Ladstaedter-2009-sim",
                    "Langer_Edith_IR1",
                    "Langer_Maximillian_DMV",
                    "Laschober-2018",
                    "lawonn-2018-illvisstar",
                    "lemuzic_2014_ipv",
                    "lemuzic_2015_timelapse",
                    "LeMuzic_2016_PhD",
                    "lemuzic-2014-ivm",
                    "lemuzic-2015-hiv",
                    "lemuzic-mindek-2016-viseq",
                    "lemuzic-mindek-sorger-cgfcc",
                    "Leutschacher_2022",
                    "li-2019-gdc",
                    "lie-2009-cri",
                    "lipp-2017-mgpu",
                    "lipp-2017-vulkan",
                    "lippeck-2022-mna",
                    "liu-2014-ac",
                    "lkoell-2014",
                    "ludwig-2012-MT",
                    "Machegger2018DTI",
                    "magg-2021-dva",
                    "magg2021",
                    "mahler-2021-mdar",
                    "major-2010-mrf",
                    "malan_fluoro",
                    "malik-2007-FP",
                    "malik-2009-CVFA",
                    "malik-thesis",
                    "Manczarski-2016",
                    "Marek06",
                    "Maricic_2013_VFE",
                    "martorell2022",
                    "maruyama-2019-iv",
                    "Masopust_2018",
                    "Masterthesis-Viola",
                    "Matkovic_Kresimir_2015_",
                    "matt-2023-vae",
                    "matt-2024-cvil",
                    "matt-2025-scv",
                    "matt-masterthesis",
                    "Mattausch-2003-ISL",
                    "Mattausch-2003-SIE",
                    "Mattausch-2003-Str",
                    "Matusich-2017-01",
                    "Mautner 2020",
                    "Mayr-2017-1",
                    "mayr-2021-wec",
                    "mazurek-2017-sio",
                    "mazurek-2017-vows",
                    "mazurek-2018-vac",
                    "mazurek-2018-veq",
                    "Mazza_2020",
                    "Mazza_2021_05",
                    "meka-2024-lpi",
                    "Melo_2018_11",
                    "Meusburger_2020",
                    "Miao_2015_VCBM",
                    "Miao_2019",
                    "Miao_Haichao_2015_VQC",
                    "miao_inria_2017",
                    "miao_kaust_2018",
                    "miao_nantech_2019",
                    "miao_nar_2020",
                    "miao_plitvice_2018",
                    "miao_thesis_2019",
                    "miao_tvcg_2017",
                    "miao_tvcg_2018",
                    "miao_tvcg_2018",
                    "miao_tvcg_2018",
                    "miao2018Dimsum",
                    "Miao2018FDN",
                    "Michl_2017_CSV",
                    "mindek_peter-2012-visgroupproj",
                    "mindek_peter-2014-cs_kaust",
                    "mindek-2013-cs_cvut",
                    "mindek-2013-csl",
                    "mindek-2013-pel",
                    "mindek-2014-mcs",
                    "mindek-2014-vivi_cvut",
                    "mindek-2015-mc",
                    "mindek-2015-mctalk",
                    "mindek-2016-utah-talk",
                    "mindek-2017-dsn",
                    "mindek-2017-marion",
                    "mindek-2017-virtualcell",
                    "mindek-2018-fyi",
                    "mindek-2019-mci",
                    "mindek-thesis",
                    "mistelbauer_2013_SIV",
                    "Mistelbauer_2021",
                    "Mistelbauer_Gabriel_2015_NHR",
                    "Mistelbauer_Gabriel_2016",
                    "mistelbauer-2010-pvv",
                    "mistelbauer-2012-cr",
                    "mistelbauer-2012-ssv",
                    "mistelbauer-2013-cfa",
                    "mistelbauer-2015-abvv",
                    "Mitterhofer_2017",
                    "mizuno-2019-eurovis",
                    "Mlejnek_2004_PF",
                    "Mlejnek_2005_AOEPF",
                    "Mlejnek_2006_MVOA",
                    "Mlejnek-2004-Int",
                    "Mlejnek-2004-ITVAC",
                    "Mlinaric-2015-MT",
                    "Moellinger_Christian_IDE2",
                    "moerth_eric-2016-3DF",
                    "moerth-2018-tpose",
                    "monitzer_2008_FluSi",
                    "Morar_2012_ISB",
                    "Muehlbacher_diss_2018",
                    "mueller-2009-ivs",
                    "Muigg_2011_ISI",
                    "Muigg_2011_VC",
                    "Muigg-2008-four",
                    "muigg-2012-svr",
                    "Musleh_PhD",
                    "musleh-2024-conan",
                    "Neumann-2002-Fea",
                    "nguyen_2020-covid",
                    "Niedermayer_2018",
                    "Novotny_2013_ASVD",
                    "Nowak_2020",
                    "Nowak_2021",
                    "Oancea_2018_1",
                    "Oancea_Stefan_2016_VOT",
                    "Oancea2018OAK",
                    "oeltze-2013-tut",
                    "opitz-2009-cvv",
                    "Ortner_PhD",
                    "Ortner2020",
                    "Pahr_PhD",
                    "pahr-2021-vologram",
                    "pahr-2024-ieo",
                    "pahr-2024-squishicalization",
                    "pahr-2025-holographs",
                    "pahr-2025-nodkant",
                    "pahr-thesis",
                    "Pahr2020",
                    "Pajer_2012_VoM",
                    "Panayotov",
                    "papantonakis-2024-rmf",
                    "Parzer_2013_IIG",
                    "patel_2009_MC",
                    "patel_daniel_2007_IRSD",
                    "patel-2008-tsa",
                    "patel-2009-evr",
                    "patel-2011-PEA",
                    "Pauschenwein_2022",
                    "Peter_2012_AIV",
                    "Pezenka-2016-MT",
                    "Pfahler_David_2015_IPI",
                    "Pfahler-2016-MT",
                    "PH-2011-LDS",
                    "phd-viola",
                    "Philipp_Hochhauser_2023",
                    "Pilizar_-2020-bachelor",
                    "piringer-2009-hds",
                    "Plank_Pascal_2015_HVP",
                    "plank-2017-sldg",
                    "PMI_AR_2012",
                    "pointner_simon-2020",
                    "polatsek-2018-stv",
                    "polatsek-2018-stv",
                    "Pramerdorfer-2011-PAV",
                    "preim-2009-sve",
                    "Presch_2020",
                    "Priselac2021",
                    "puehringer-2009-sbm",
                    "puenguentzky-2014-ht",
                    "Purchase-2020-gd",
                    "raidou_2018_bladderrunner",
                    "raidou_2019_pelvisrunner",
                    "raidou_2019_preha",
                    "raidou_2019_springer",
                    "raidou_2020Onc",
                    "raidou_EuroVis15",
                    "raidou_eurovis16",
                    "raidou_miccai16",
                    "raidou_pingu2020",
                    "raidou_previs2021",
                    "raidou_RO2019",
                    "raidou_shonan167",
                    "raidou_slicedice",
                    "raidou_star2019",
                    "raidou_vcbm14",
                    "raidou_vis14",
                    "raidou_vis15",
                    "raidou_visgap2020",
                    "raidou2018_rv3",
                    "raidou2018visualflatter",
                    "raidou2019_prsps",
                    "rasch-2016-imgses",
                    "Rau08",
                    "Rautek_Peter_2014_TUC",
                    "Rautek_Peter_2014_VSA",
                    "rautek-2005-dvr",
                    "Rautek-2007-O3D",
                    "Rautek-2007-SLI",
                    "Rautek-2008-IDS",
                    "Rautek-2008-kav",
                    "Rautek-2008-VF",
                    "rautek-2009-vmv",
                    "RAUTEK06",
                    "Rautek06Vis",
                    "Rautek06VMLS",
                    "rautek2010",
                    "Red_Andreas_2015_FFT",
                    "Reh_Andreas_VoP",
                    "reh-2013",
                    "reina-2020-mtv",
                    "Reisacher_Matthias_CPW",
                    "Reisacher2016",
                    "Reiter_2009_IXIA",
                    "Reiter2017CVAP",
                    "Rezk06Vis",
                    "Ribicic_2012_SUS",
                    "Ribicic_2012_VAS",
                    "Ribicic-2010-CRS",
                    "Riegelnegg_2019",
                    "rinortner_susanne-2019-vpicc",
                    "rinortner_susanne-2019-vpicc",
                    "Rippberger_2019",
                    "rippl-2023-atg",
                    "ritzberger-2010-nar",
                    "Ropinski-2012-UBT",
                    "rraidou_clinical",
                    "rraidou_EG17",
                    "rraidou_phdbook",
                    "rsabin-2013",
                    "ruiz-2008-OVR",
                    "ruiz-2008-SEV",
                    "samoul-2019-cnp",
                    "Sanjin_Rados_RV",
                    "Sarkis_2021",
                    "Sbardellati-2019-vcbm",
                    "Sbardellati-2019-vcbm",
                    "sbardellati-2021-eveos",
                    "scharsach-2005-adv",
                    "Schernthaner-2017-MCP",
                    "schindler_2020vis",
                    "Schindler-2022-eurovis",
                    "schindler2020",
                    "schleicher-2011-VLSC",
                    "Schmidlehner_Sandra_SbC",
                    "schmidlehner2021",
                    "schmidt-2011-mt",
                    "schmidt-phd",
                    "schmidt-phd",
                    "schoellhuber-2008-asc",
                    "scholz_2021",
                    "Schrempf_2018",
                    "Schrempf_2020",
                    "SCHUETZ-2024-SIMLOD",
                    "schuetz-2025-splatshop",
                    "schuh-2018-mesh-blending",
                    "schultes_lampi",
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        "title": "Me! Me! Me! Me! A study and comparison of ego network representations",
        "date": "2024-12",
        "abstract": "From social networks to brain connectivity, ego networks are a simple yet powerful approach to visualizing parts of a larger graph, i.e. those related to a selected focal node — the so-called “ego”. While surveys and comparisons of general graph visualization approaches exist in the literature, we note (i) the many conflicting results of comparisons of adjacency matrices and node-link diagrams, thus motivating further study, as well as (ii) the absence of such systematic comparisons for ego networks specifically. In this paper, we propose the development of empirical recommendations for ego network visualization strategies. First, we survey the literature across application domains and collect examples of network visualizations to identify the most common visual encodings, namely straight-line, radial, and layered node-link diagrams, as well as adjacency matrices. These representations are then applied to a representative, intermediate-sized network and subsequently compared in a large-scale, crowd-sourced user study in a mixed-methods analysis setup to investigate their impact on both user experience and performance. Within the limits of this study, and contrary to previous comparative investigations of adjacency matrices and node-link diagrams (outside of ego networks specifically), participants performed systematically worse when using adjacency matrices than those using node-link diagrammatic representations. Similar to previous comparisons of different node-link diagrams, we do not detect any notable differences in participant performance between the three node-link diagrams. Lastly, our quantitative and qualitative results indicate that participants found adjacency matrices harder to learn, use, and understand than node-link diagrams. We conclude that in terms of both participant experience and performance, a layered node-link diagrammatic representation appears to be the most preferable for ego network visualization purposes.",
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                    "haidacher_2010_statTF",
                    "haidacher-2004-FVV",
                    "haidacher-2005-MND",
                    "haidacher-2007-idr",
                    "haidacher-2008-vcbm",
                    "haidacher-2011-MSM",
                    "haidacher-2011-phd",
                    "haidacher-2011-VAM",
                    "Hainoun2019",
                    "Halladjian_2020",
                    "hanzl-2011",
                    "hartl-2008-vcd",
                    "hartmann-2005-adv",
                    "haushofer-2018-skinning",
                    "Heim_2020",
                    "Heim_2021",
                    "Heim-2017",
                    "heim-2024-accustripes",
                    "heim-gall-2020-dde",
                    "heinzl_2006_RSDVCDM",
                    "heinzl-2006-rep",
                    "heinzl-2008-sam",
                    "Heinzl2021",
                    "Herghelegiu-2012-BPV",
                    "herzberger-2023-swv",
                    "herzberger-2024-roh",
                    "Hirsch_Christian_2015_ABL",
                    "Hladuvka-2002-Exp",
                    "hladuvka-2002-exploiting",
                    "Hochmayr_Manuel_2015_PSE",
                    "hochmayr_manuel-2011-VoRMD",
                    "Hochpoechler_2016_VR",
                    "horvath-2018-ism",
                    "hromniak-2019-vcn",
                    "huber-2025-eed",
                    "Iijima-2020-iV",
                    "indirectBiasLanguageModels-2023",
                    "irendorfer-2024-uat",
                    "irger-2023-ves",
                    "Ismail-2018",
                    "jank-2022-cbf",
                    "Kanitsar-2002-CPR",
                    "Kanitsar-2003-Adva",
                    "Kanitsar-2003-Dem",
                    "Kanitsar-2004-Dia",
                    "Kanitsar-thesis",
                    "kapferer-2017-godot",
                    "Karall2017CVAB",
                    "Karall2018_2",
                    "karimov-2013-vivisection",
                    "karimov-2015-HD",
                    "karimov-2016-GIVE",
                    "karimov-2016-SD",
                    "keglevic_schulz-2011-MB",
                    "Kehrer-2008-hyp",
                    "Kehrer-2010-mom",
                    "kehrer-2011-vai",
                    "kehrer-2012-mod",
                    "kehrer-2013-IVA",
                    "kehrer-2013-SBC",
                    "Kehrer-2013-STAR",
                    "Kehrer-2014-CSD",
                    "kerbl-2024-ah3",
                    "kimmersdorfer-fancyMaps-2023",
                    "Kinkelin_2009",
                    "Kinkelin-2011-VR",
                    "Klaus2024",
                    "Kleber-2004-TFE",
                    "klein_2017_IM",
                    "klein_2019_MSA_Poster",
                    "klein_2019_PGG",
                    "klein_2019_PHD",
                    "klein_2019_PMP",
                    "Klein_Tobias_2015TIV",
                    "klein-thesis",
                    "Knapp_2017_CVR",
                    "knapp_michael_2004_MAS",
                    "knapp-2004-semi",
                    "koch_bernhard_2018-1",
                    "koch-2018-sso",
                    "koehle-2013-sgv",
                    "koeppel-2021",
                    "Koeppel2020",
                    "Kohlmann-2007-EBV",
                    "kohlmann-2007-livesync",
                    "kohlmann-2008-lse",
                    "kohlmann-2009-cp",
                    "kohlmann-2009-lssl",
                    "kolesar-ivan-2014-polymers",
                    "Kolter_2021",
                    "komon-2025-dco",
                    "komon-2025-webigeo",
                    "komon-2025-webigeo",
                    "komon-kimmersdorfer-2025-weBIGeo",
                    "Konyha_2013_IVA",
                    "korpitsch_thorsten-2019",
                    "korpitsch-2020-cescg",
                    "Korpitsch-2020-wscg",
                    "korpitsch-2021-lov",
                    "Koszticsak-2017-ewt",
                    "Kouril_2017_11",
                    "kouril-2015-maya2cellview",
                    "kouril-2017-sccgposter",
                    "kouril-2018-LoL",
                    "kouril-2018-LoL",
                    "kouril-2020-hyperlabels",
                    "kouril-2021-molecumentary",
                    "kouril-2021-phdthesis",
                    "Kovacs_PhD",
                    "krakhofer-2015",
                    "Krone2016VABC",
                    "kuehschelm-2005-adv",
                    "Kugler_2019",
                    "Kuroko-2020-iV",
                    "Labschuetz_Matthias_2015_JIT",
                    "Labschuetz_Matthias_2016_AHD",
                    "Labschuetz_Matthias_2016_JIT",
                    "Labschuetz_Matthias_2016_JITT",
                    "Lackner_2022",
                    "LaCruz2004",
                    "Ladstaedter-2009-sim",
                    "Langer_Edith_IR1",
                    "Langer_Maximillian_DMV",
                    "Laschober-2018",
                    "lawonn-2018-illvisstar",
                    "lemuzic_2014_ipv",
                    "lemuzic_2015_timelapse",
                    "LeMuzic_2016_PhD",
                    "lemuzic-2014-ivm",
                    "lemuzic-2015-hiv",
                    "lemuzic-mindek-2016-viseq",
                    "lemuzic-mindek-sorger-cgfcc",
                    "Leutschacher_2022",
                    "li-2019-gdc",
                    "lie-2009-cri",
                    "lipp-2017-mgpu",
                    "lipp-2017-vulkan",
                    "lippeck-2022-mna",
                    "liu-2014-ac",
                    "lkoell-2014",
                    "ludwig-2012-MT",
                    "Machegger2018DTI",
                    "magg-2021-dva",
                    "magg2021",
                    "mahler-2021-mdar",
                    "major-2010-mrf",
                    "malan_fluoro",
                    "malik-2007-FP",
                    "malik-2009-CVFA",
                    "malik-thesis",
                    "Manczarski-2016",
                    "Marek06",
                    "Maricic_2013_VFE",
                    "martorell2022",
                    "maruyama-2019-iv",
                    "Masopust_2018",
                    "Masterthesis-Viola",
                    "Matkovic_Kresimir_2015_",
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                    "matt-2024-cvil",
                    "matt-2025-scv",
                    "matt-masterthesis",
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                    "Mattausch-2003-SIE",
                    "Mattausch-2003-Str",
                    "Matusich-2017-01",
                    "Mautner 2020",
                    "Mayr-2017-1",
                    "mayr-2021-wec",
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                    "mazurek-2017-vows",
                    "mazurek-2018-vac",
                    "mazurek-2018-veq",
                    "Mazza_2020",
                    "Mazza_2021_05",
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                    "Melo_2018_11",
                    "Meusburger_2020",
                    "Miao_2015_VCBM",
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                    "miao_inria_2017",
                    "miao_kaust_2018",
                    "miao_nantech_2019",
                    "miao_nar_2020",
                    "miao_plitvice_2018",
                    "miao_thesis_2019",
                    "miao_tvcg_2017",
                    "miao_tvcg_2018",
                    "miao_tvcg_2018",
                    "miao_tvcg_2018",
                    "miao2018Dimsum",
                    "Miao2018FDN",
                    "Michl_2017_CSV",
                    "mindek_peter-2012-visgroupproj",
                    "mindek_peter-2014-cs_kaust",
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                    "mindek-2013-csl",
                    "mindek-2013-pel",
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                    "mindek-2015-mc",
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                    "mindek-2017-dsn",
                    "mindek-2017-marion",
                    "mindek-2017-virtualcell",
                    "mindek-2018-fyi",
                    "mindek-2019-mci",
                    "mindek-thesis",
                    "mistelbauer_2013_SIV",
                    "Mistelbauer_2021",
                    "Mistelbauer_Gabriel_2015_NHR",
                    "Mistelbauer_Gabriel_2016",
                    "mistelbauer-2010-pvv",
                    "mistelbauer-2012-cr",
                    "mistelbauer-2012-ssv",
                    "mistelbauer-2013-cfa",
                    "mistelbauer-2015-abvv",
                    "Mitterhofer_2017",
                    "mizuno-2019-eurovis",
                    "Mlejnek_2004_PF",
                    "Mlejnek_2005_AOEPF",
                    "Mlejnek_2006_MVOA",
                    "Mlejnek-2004-Int",
                    "Mlejnek-2004-ITVAC",
                    "Mlinaric-2015-MT",
                    "Moellinger_Christian_IDE2",
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                    "moerth-2018-tpose",
                    "monitzer_2008_FluSi",
                    "Morar_2012_ISB",
                    "Muehlbacher_diss_2018",
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                    "Muigg_2011_ISI",
                    "Muigg_2011_VC",
                    "Muigg-2008-four",
                    "muigg-2012-svr",
                    "Musleh_PhD",
                    "musleh-2024-conan",
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                    "nguyen_2020-covid",
                    "Niedermayer_2018",
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                    "Nowak_2021",
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                    "Oancea_Stefan_2016_VOT",
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                    "Ortner_PhD",
                    "Ortner2020",
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                    "pahr-2021-vologram",
                    "pahr-2024-ieo",
                    "pahr-2024-squishicalization",
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                    "pahr-2025-nodkant",
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                    "Pahr2020",
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                    "Panayotov",
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                    "raidou_RO2019",
                    "raidou_shonan167",
                    "raidou_slicedice",
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                    "raidou_vis15",
                    "raidou_visgap2020",
                    "raidou2018_rv3",
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                    "Rautek_Peter_2014_TUC",
                    "Rautek_Peter_2014_VSA",
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                    "Rautek-2007-O3D",
                    "Rautek-2007-SLI",
                    "Rautek-2008-IDS",
                    "Rautek-2008-kav",
                    "Rautek-2008-VF",
                    "rautek-2009-vmv",
                    "RAUTEK06",
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                    "Rautek06VMLS",
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                    "Solteszova-2009-VQN",
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                    "Sorger_2013_nMI",
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        "type_id": "bachelorthesis",
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        "repositum_id": null,
        "title": "Multidimensional Clustering for Machine Data Analysis",
        "date": "2024-07-11",
        "abstract": "Machine data analysis is an important aspect in modern industrial facilities, as stakeholders want their machinery to be as efficient as possible. To this end, they utilize the IIoT, enabling the analysis of gathered machine data. To gain useful information through the aggregated data, Big Data analytics are invaluable to the domain experts conducting\nmachine data analysis. The insights gained through Big Data analytics allow for a better efficiency of the facility by enabling data-driven decisions.\nThis thesis sets out to explore the feasibility of multidimensional clustering for machine data analysis in a web-based environment. To do this, we developed an application that\ncombines statistical methods and several visualization techniques into a web interface.\nWe evaluated the tool based on its real-world applicability and performance. The developed application has produced promising results, when employed on multivariate time series from industrial machinery, and thereby provides a robust foundation for future improvements.",
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        "authors": [
            {
                "id": 5376,
                "drupal_id": null,
                "orcid_id": null,
                "website": null,
                "firstname": "Sebastian ",
                "lastname": "Klaus",
                "searchname": "Sebastian  Klaus",
                "is_teacher": false,
                "name": "Sebastian  Klaus",
                "publications": [
                    "Klaus2024"
                ],
                "publications_first": [],
                "project_leader": [],
                "publication_field": [],
                "url": "https://www.cg.tuwien.ac.at/research/publications/show.php?class=Author&id=5376",
                "__class": "Author"
            }
        ],
        "date_end": "2024-07-11",
        "date_start": "2023-11-11",
        "matrikelnr": "12120487",
        "supervisor": [
            {
                "id": 166,
                "drupal_id": 111,
                "orcid_id": "0000-0002-8569-4149",
                "website": "https://www.cg.tuwien.ac.at/staff/EduardGröller",
                "firstname": "Eduard",
                "lastname": "Gröller",
                "searchname": "Eduard Gröller",
                "is_teacher": true,
                "name": "Eduard Gröller",
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                    "EuroVis2018-ShortPapers-Karall",
                    "EuroVis2018-ShortPapers-Reiter",
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                    "Groeller_2016_P4",
                    "Groeller_2016_P6",
                    "Groeller_2016_P7",
                    "Groeller_2021_11",
                    "Groeller_2021_BVM",
                    "Groeller_2021-10",
                    "Groeller_Edi_2013_TVC",
                    "Groeller_Edi_2013_VCQ",
                    "Groeller_Edi_2013TVCK",
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                    "Groeller_Eduard_2014_THS",
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                    "Groeller_V1_2020",
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                    "groeller-1987-opt",
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                    "groeller-1991-frac",
                    "groeller-1991-temp",
                    "groeller-1992-frac",
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                    "groeller-1993-disto",
                    "groeller-1993-eff",
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                    "groeller-1994-ext",
                    "Groeller-1994-HIS",
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                    "Groeller-1998-TunVis",
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                    "Groeller-1999-Vis",
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                    "coto-2005-MAC",
                    "Cruz-thesis",
                    "Csebfalvi-2002-FPVF",
                    "Csebfalvi-2002-SBICG",
                    "Csebfalvi-2002-Smo",
                    "Csebfalvi-2012-IOM",
                    "Csuk_2011",
                    "daae-lampe-2010-dif",
                    "dataset-christmastree",
                    "dataset-present",
                    "dataset-stagbeetle",
                    "Deutsch-2018",
                    "Dhanoa_2021",
                    "dhanoa-2025-ave",
                    "Dhanoa2024",
                    "Diehl_2015",
                    "Diehl_2021",
                    "Diehl-2017-Albero",
                    "Dietrich_1",
                    "dietrich-2016-viseq2",
                    "diss-thesis-bratislava",
                    "diss-thesis-magdeburg",
                    "diss-thesis-siegen",
                    "djuric-2020-wvo",
                    "donabauer_2019_1",
                    "donabauer-2015-asc",
                    "draeger-2005-chain",
                    "dworschak-2016-szcm",
                    "dworschak-2016-szcm",
                    "dworschak-2024-aml",
                    "Eckelt_2017",
                    "Eckelt_2018_01",
                    "Edi_2019_10_01",
                    "edlinger-2018-vwr",
                    "eg-tut2005-iv",
                    "Ehlers_PhD",
                    "ehlers-2023-iro",
                    "ehlers-2024-mmm",
                    "ehlers-2024-vgs",
                    "ehlers-2025-ait",
                    "ehlers-thesis",
                    "Eichner2022",
                    "eitler-2024-sos",
                    "eiweck-hnv-2021",
                    "ellhotka-2025-ipo",
                    "emsenhuber-2008-vhd",
                    "erler-2025-lidarscout",
                    "eschner-2023-evl",
                    "eschner-2023-ims",
                    "eschner-2025-ide",
                    "eschner-blur-2022",
                    "Escribano_2017",
                    "Essler2022",
                    "EuroVis2018-ShortPapers-Karall",
                    "EuroVis2018-ShortPapers-Reiter",
                    "facial2004",
                    "Fechter_2011_DBS",
                    "filipovic-2014-dect",
                    "FISCHL-2012-CTASEG",
                    "fmistelbauer-2014-ad",
                    "fmistelbauer-2014-adict",
                    "Ford-2012-HRV",
                    "fourousan2021",
                    "freiler-2008-ste",
                    "fritz-2009-ieq",
                    "Froehler_Berhnard_2015_ESM",
                    "froschauer-2009-iod",
                    "Fruehstueck_Anna_2015_DOM",
                    "fuchs_raphael_2007_par",
                    "fuchs_vhml",
                    "fuchs-2008-del",
                    "fuchs-vortex",
                    "furmanova_2020",
                    "gadllah_2016",
                    "Gadllah_Hani_2016",
                    "gall_2016",
                    "Gall_2017",
                    "gall_alexander_2016BA",
                    "gall-2025-marv",
                    "Gall2020",
                    "Gall2021",
                    "gangl-2018-gpsart",
                    "Ganglberger-2022-cg",
                    "ganglberger2019",
                    "Ganuza",
                    "Ganuza_2015",
                    "Ganuza_MJ_2015_AVe",
                    "Ganuza_ML_2015_ISA",
                    "Ganuza-2017-IVCSGM",
                    "Gavrilescu_2011_VGP",
                    "gavrilescu-2008-vsc",
                    "gavrilescu-2009-postrend",
                    "Gavrilescu-2010-CIE",
                    "Gehrer_Daniel_CUI",
                    "Gehrer-2017",
                    "Gehrer-2017-molmach",
                    "georgiev-2019-cbg",
                    "gerl-2006-vhi",
                    "geymayer-2017-std",
                    "Gietl_2020",
                    "Gillmann2021",
                    "glanznig-2009-LAMC",
                    "glinzner-2016-tex",
                    "goel-2024-rdr",
                    "Gogel2020",
                    "gostler-2015-3dp",
                    "grammatikaki-2025-htr",
                    "grammatikaki-thesis",
                    "grimm-2004-arefined",
                    "GRIMM-2004-FDMX-P",
                    "grimm-2004-memory",
                    "GRIMM-2004-PPC",
                    "grimm-2004-volume",
                    "Groeller_2011_CVC",
                    "Groeller_2011_CW",
                    "Groeller_2011_GBC",
                    "Groeller_2011_HP",
                    "Groeller_2011_HSU",
                    "Groeller_2011_IPV",
                    "Groeller_2011_IVP",
                    "Groeller_2011_NR",
                    "Groeller_2011_NSM",
                    "Groeller_2011_VCD",
                    "Groeller_2011_VSD",
                    "Groeller_2011_VSD",
                    "Groeller_2011_VSD",
                    "Groeller_2011_VSS",
                    "Groeller_2012_KAV",
                    "Groeller_2012_VBP",
                    "Groeller_2012_ViV",
                    "Groeller_2012_VV",
                    "Groeller_2014_CaQ",
                    "Groeller_2014_CQV",
                    "Groeller_2014_CV",
                    "Groeller_2014_RWA",
                    "Groeller_2014_STC",
                    "Groeller_2014_UPS",
                    "Groeller_2014_VND",
                    "Groeller_2016_I2",
                    "Groeller_2016_I7",
                    "Groeller_2016_I8",
                    "Groeller_2016_P2",
                    "Groeller_2016_P4",
                    "Groeller_2016_P6",
                    "Groeller_2016_P7",
                    "Groeller_2021_11",
                    "Groeller_2021_BVM",
                    "Groeller_2021-10",
                    "Groeller_Edi_2013_TVC",
                    "Groeller_Edi_2013_VCQ",
                    "Groeller_Edi_2013TVCK",
                    "Groeller_Edi_VKA",
                    "Groeller_Eduard_2014_THS",
                    "Groeller_Eduard_2014_TSP",
                    "Groeller_Eduard_2014_UCT",
                    "Groeller_Eduard_2015_SMV",
                    "Groeller_Eduard_2015_TCU",
                    "Groeller_V1_2020",
                    "Groeller_V2_2020",
                    "Groeller_V3_2020",
                    "Groeller_V42020",
                    "Groeller_V5_2020",
                    "groeller-2004-efficient",
                    "groeller-2004-imp",
                    "groeller-2004-sci",
                    "groeller-2005-dia",
                    "Groeller-2010-CVC",
                    "Groeller-2010-IFI",
                    "Groeller-2010-IVVI",
                    "Groeller-2011-HSH",
                    "Groeller-2017-ARTORW",
                    "Groeller-2017-AVC",
                    "Groeller-2017-IVAMCS",
                    "Groeller-2017-PTPMD",
                    "Groller_2021-12-03",
                    "Gronde_2008",
                    "Grorller-2010-IVV",
                    "grossmann_2019_pelvisrunner_poster",
                    "Grossmann_MA",
                    "grossmann-2021-layout",
                    "grossmann-2022-conceptSplatters",
                    "grossmann-thesis",
                    "gruber-2025-vps",
                    "Gruenauer-2011-CAT",
                    "Gschwantner_2011_AMQ",
                    "gundacker-2020-wlm",
                    "Gurbat_2011_SBS",
                    "gusenbauer-2018",
                    "gusenbauer-2018",
                    "gusenbauer-2018-P",
                    "gutekunst_2019",
                    "Hadwiger-2002-Fas",
                    "haidacher_2010_statTF",
                    "haidacher-2004-FVV",
                    "haidacher-2005-MND",
                    "haidacher-2007-idr",
                    "haidacher-2008-vcbm",
                    "haidacher-2011-MSM",
                    "haidacher-2011-phd",
                    "haidacher-2011-VAM",
                    "Hainoun2019",
                    "Halladjian_2020",
                    "hanzl-2011",
                    "hartl-2008-vcd",
                    "hartmann-2005-adv",
                    "haushofer-2018-skinning",
                    "Heim_2020",
                    "Heim_2021",
                    "Heim-2017",
                    "heim-2024-accustripes",
                    "heim-gall-2020-dde",
                    "heinzl_2006_RSDVCDM",
                    "heinzl-2006-rep",
                    "heinzl-2008-sam",
                    "Heinzl2021",
                    "Herghelegiu-2012-BPV",
                    "herzberger-2023-swv",
                    "herzberger-2024-roh",
                    "Hirsch_Christian_2015_ABL",
                    "Hladuvka-2002-Exp",
                    "hladuvka-2002-exploiting",
                    "Hochmayr_Manuel_2015_PSE",
                    "hochmayr_manuel-2011-VoRMD",
                    "Hochpoechler_2016_VR",
                    "horvath-2018-ism",
                    "hromniak-2019-vcn",
                    "huber-2025-eed",
                    "Iijima-2020-iV",
                    "indirectBiasLanguageModels-2023",
                    "irendorfer-2024-uat",
                    "irger-2023-ves",
                    "Ismail-2018",
                    "jank-2022-cbf",
                    "Kanitsar-2002-CPR",
                    "Kanitsar-2003-Adva",
                    "Kanitsar-2003-Dem",
                    "Kanitsar-2004-Dia",
                    "Kanitsar-thesis",
                    "kapferer-2017-godot",
                    "Karall2017CVAB",
                    "Karall2018_2",
                    "karimov-2013-vivisection",
                    "karimov-2015-HD",
                    "karimov-2016-GIVE",
                    "karimov-2016-SD",
                    "keglevic_schulz-2011-MB",
                    "Kehrer-2008-hyp",
                    "Kehrer-2010-mom",
                    "kehrer-2011-vai",
                    "kehrer-2012-mod",
                    "kehrer-2013-IVA",
                    "kehrer-2013-SBC",
                    "Kehrer-2013-STAR",
                    "Kehrer-2014-CSD",
                    "kerbl-2024-ah3",
                    "kimmersdorfer-fancyMaps-2023",
                    "Kinkelin_2009",
                    "Kinkelin-2011-VR",
                    "Klaus2024",
                    "Kleber-2004-TFE",
                    "klein_2017_IM",
                    "klein_2019_MSA_Poster",
                    "klein_2019_PGG",
                    "klein_2019_PHD",
                    "klein_2019_PMP",
                    "Klein_Tobias_2015TIV",
                    "klein-thesis",
                    "Knapp_2017_CVR",
                    "knapp_michael_2004_MAS",
                    "knapp-2004-semi",
                    "koch_bernhard_2018-1",
                    "koch-2018-sso",
                    "koehle-2013-sgv",
                    "koeppel-2021",
                    "Koeppel2020",
                    "Kohlmann-2007-EBV",
                    "kohlmann-2007-livesync",
                    "kohlmann-2008-lse",
                    "kohlmann-2009-cp",
                    "kohlmann-2009-lssl",
                    "kolesar-ivan-2014-polymers",
                    "Kolter_2021",
                    "komon-2025-dco",
                    "komon-2025-webigeo",
                    "komon-2025-webigeo",
                    "komon-kimmersdorfer-2025-weBIGeo",
                    "Konyha_2013_IVA",
                    "korpitsch_thorsten-2019",
                    "korpitsch-2020-cescg",
                    "Korpitsch-2020-wscg",
                    "korpitsch-2021-lov",
                    "Koszticsak-2017-ewt",
                    "Kouril_2017_11",
                    "kouril-2015-maya2cellview",
                    "kouril-2017-sccgposter",
                    "kouril-2018-LoL",
                    "kouril-2018-LoL",
                    "kouril-2020-hyperlabels",
                    "kouril-2021-molecumentary",
                    "kouril-2021-phdthesis",
                    "Kovacs_PhD",
                    "krakhofer-2015",
                    "Krone2016VABC",
                    "kuehschelm-2005-adv",
                    "Kugler_2019",
                    "Kuroko-2020-iV",
                    "Labschuetz_Matthias_2015_JIT",
                    "Labschuetz_Matthias_2016_AHD",
                    "Labschuetz_Matthias_2016_JIT",
                    "Labschuetz_Matthias_2016_JITT",
                    "Lackner_2022",
                    "LaCruz2004",
                    "Ladstaedter-2009-sim",
                    "Langer_Edith_IR1",
                    "Langer_Maximillian_DMV",
                    "Laschober-2018",
                    "lawonn-2018-illvisstar",
                    "lemuzic_2014_ipv",
                    "lemuzic_2015_timelapse",
                    "LeMuzic_2016_PhD",
                    "lemuzic-2014-ivm",
                    "lemuzic-2015-hiv",
                    "lemuzic-mindek-2016-viseq",
                    "lemuzic-mindek-sorger-cgfcc",
                    "Leutschacher_2022",
                    "li-2019-gdc",
                    "lie-2009-cri",
                    "lipp-2017-mgpu",
                    "lipp-2017-vulkan",
                    "lippeck-2022-mna",
                    "liu-2014-ac",
                    "lkoell-2014",
                    "ludwig-2012-MT",
                    "Machegger2018DTI",
                    "magg-2021-dva",
                    "magg2021",
                    "mahler-2021-mdar",
                    "major-2010-mrf",
                    "malan_fluoro",
                    "malik-2007-FP",
                    "malik-2009-CVFA",
                    "malik-thesis",
                    "Manczarski-2016",
                    "Marek06",
                    "Maricic_2013_VFE",
                    "martorell2022",
                    "maruyama-2019-iv",
                    "Masopust_2018",
                    "Masterthesis-Viola",
                    "Matkovic_Kresimir_2015_",
                    "matt-2023-vae",
                    "matt-2024-cvil",
                    "matt-2025-scv",
                    "matt-masterthesis",
                    "Mattausch-2003-ISL",
                    "Mattausch-2003-SIE",
                    "Mattausch-2003-Str",
                    "Matusich-2017-01",
                    "Mautner 2020",
                    "Mayr-2017-1",
                    "mayr-2021-wec",
                    "mazurek-2017-sio",
                    "mazurek-2017-vows",
                    "mazurek-2018-vac",
                    "mazurek-2018-veq",
                    "Mazza_2020",
                    "Mazza_2021_05",
                    "meka-2024-lpi",
                    "Melo_2018_11",
                    "Meusburger_2020",
                    "Miao_2015_VCBM",
                    "Miao_2019",
                    "Miao_Haichao_2015_VQC",
                    "miao_inria_2017",
                    "miao_kaust_2018",
                    "miao_nantech_2019",
                    "miao_nar_2020",
                    "miao_plitvice_2018",
                    "miao_thesis_2019",
                    "miao_tvcg_2017",
                    "miao_tvcg_2018",
                    "miao_tvcg_2018",
                    "miao_tvcg_2018",
                    "miao2018Dimsum",
                    "Miao2018FDN",
                    "Michl_2017_CSV",
                    "mindek_peter-2012-visgroupproj",
                    "mindek_peter-2014-cs_kaust",
                    "mindek-2013-cs_cvut",
                    "mindek-2013-csl",
                    "mindek-2013-pel",
                    "mindek-2014-mcs",
                    "mindek-2014-vivi_cvut",
                    "mindek-2015-mc",
                    "mindek-2015-mctalk",
                    "mindek-2016-utah-talk",
                    "mindek-2017-dsn",
                    "mindek-2017-marion",
                    "mindek-2017-virtualcell",
                    "mindek-2018-fyi",
                    "mindek-2019-mci",
                    "mindek-thesis",
                    "mistelbauer_2013_SIV",
                    "Mistelbauer_2021",
                    "Mistelbauer_Gabriel_2015_NHR",
                    "Mistelbauer_Gabriel_2016",
                    "mistelbauer-2010-pvv",
                    "mistelbauer-2012-cr",
                    "mistelbauer-2012-ssv",
                    "mistelbauer-2013-cfa",
                    "mistelbauer-2015-abvv",
                    "Mitterhofer_2017",
                    "mizuno-2019-eurovis",
                    "Mlejnek_2004_PF",
                    "Mlejnek_2005_AOEPF",
                    "Mlejnek_2006_MVOA",
                    "Mlejnek-2004-Int",
                    "Mlejnek-2004-ITVAC",
                    "Mlinaric-2015-MT",
                    "Moellinger_Christian_IDE2",
                    "moerth_eric-2016-3DF",
                    "moerth-2018-tpose",
                    "monitzer_2008_FluSi",
                    "Morar_2012_ISB",
                    "Muehlbacher_diss_2018",
                    "mueller-2009-ivs",
                    "Muigg_2011_ISI",
                    "Muigg_2011_VC",
                    "Muigg-2008-four",
                    "muigg-2012-svr",
                    "Musleh_PhD",
                    "musleh-2024-conan",
                    "Neumann-2002-Fea",
                    "nguyen_2020-covid",
                    "Niedermayer_2018",
                    "Novotny_2013_ASVD",
                    "Nowak_2020",
                    "Nowak_2021",
                    "Oancea_2018_1",
                    "Oancea_Stefan_2016_VOT",
                    "Oancea2018OAK",
                    "oeltze-2013-tut",
                    "opitz-2009-cvv",
                    "Ortner_PhD",
                    "Ortner2020",
                    "Pahr_PhD",
                    "pahr-2021-vologram",
                    "pahr-2024-ieo",
                    "pahr-2024-squishicalization",
                    "pahr-2025-holographs",
                    "pahr-2025-nodkant",
                    "pahr-thesis",
                    "Pahr2020",
                    "Pajer_2012_VoM",
                    "Panayotov",
                    "papantonakis-2024-rmf",
                    "Parzer_2013_IIG",
                    "patel_2009_MC",
                    "patel_daniel_2007_IRSD",
                    "patel-2008-tsa",
                    "patel-2009-evr",
                    "patel-2011-PEA",
                    "Pauschenwein_2022",
                    "Peter_2012_AIV",
                    "Pezenka-2016-MT",
                    "Pfahler_David_2015_IPI",
                    "Pfahler-2016-MT",
                    "PH-2011-LDS",
                    "phd-viola",
                    "Philipp_Hochhauser_2023",
                    "Pilizar_-2020-bachelor",
                    "piringer-2009-hds",
                    "Plank_Pascal_2015_HVP",
                    "plank-2017-sldg",
                    "PMI_AR_2012",
                    "pointner_simon-2020",
                    "polatsek-2018-stv",
                    "polatsek-2018-stv",
                    "Pramerdorfer-2011-PAV",
                    "preim-2009-sve",
                    "Presch_2020",
                    "Priselac2021",
                    "puehringer-2009-sbm",
                    "puenguentzky-2014-ht",
                    "Purchase-2020-gd",
                    "raidou_2018_bladderrunner",
                    "raidou_2019_pelvisrunner",
                    "raidou_2019_preha",
                    "raidou_2019_springer",
                    "raidou_2020Onc",
                    "raidou_EuroVis15",
                    "raidou_eurovis16",
                    "raidou_miccai16",
                    "raidou_pingu2020",
                    "raidou_previs2021",
                    "raidou_RO2019",
                    "raidou_shonan167",
                    "raidou_slicedice",
                    "raidou_star2019",
                    "raidou_vcbm14",
                    "raidou_vis14",
                    "raidou_vis15",
                    "raidou_visgap2020",
                    "raidou2018_rv3",
                    "raidou2018visualflatter",
                    "raidou2019_prsps",
                    "rasch-2016-imgses",
                    "Rau08",
                    "Rautek_Peter_2014_TUC",
                    "Rautek_Peter_2014_VSA",
                    "rautek-2005-dvr",
                    "Rautek-2007-O3D",
                    "Rautek-2007-SLI",
                    "Rautek-2008-IDS",
                    "Rautek-2008-kav",
                    "Rautek-2008-VF",
                    "rautek-2009-vmv",
                    "RAUTEK06",
                    "Rautek06Vis",
                    "Rautek06VMLS",
                    "rautek2010",
                    "Red_Andreas_2015_FFT",
                    "Reh_Andreas_VoP",
                    "reh-2013",
                    "reina-2020-mtv",
                    "Reisacher_Matthias_CPW",
                    "Reisacher2016",
                    "Reiter_2009_IXIA",
                    "Reiter2017CVAP",
                    "Rezk06Vis",
                    "Ribicic_2012_SUS",
                    "Ribicic_2012_VAS",
                    "Ribicic-2010-CRS",
                    "Riegelnegg_2019",
                    "rinortner_susanne-2019-vpicc",
                    "rinortner_susanne-2019-vpicc",
                    "Rippberger_2019",
                    "rippl-2023-atg",
                    "ritzberger-2010-nar",
                    "Ropinski-2012-UBT",
                    "rraidou_clinical",
                    "rraidou_EG17",
                    "rraidou_phdbook",
                    "rsabin-2013",
                    "ruiz-2008-OVR",
                    "ruiz-2008-SEV",
                    "samoul-2019-cnp",
                    "Sanjin_Rados_RV",
                    "Sarkis_2021",
                    "Sbardellati-2019-vcbm",
                    "Sbardellati-2019-vcbm",
                    "sbardellati-2021-eveos",
                    "scharsach-2005-adv",
                    "Schernthaner-2017-MCP",
                    "schindler_2020vis",
                    "Schindler-2022-eurovis",
                    "schindler2020",
                    "schleicher-2011-VLSC",
                    "Schmidlehner_Sandra_SbC",
                    "schmidlehner2021",
                    "schmidt-2011-mt",
                    "schmidt-phd",
                    "schmidt-phd",
                    "schoellhuber-2008-asc",
                    "scholz_2021",
                    "Schrempf_2018",
                    "Schrempf_2020",
                    "SCHUETZ-2024-SIMLOD",
                    "schuetz-2025-splatshop",
                    "schuh-2018-mesh-blending",
                    "schultes_lampi",
                    "Schulze_Florian_2013_CMI",
                    "schwankl-2013-smis",
                    "seyfert-2017",
                    "shakhova-2023-atp",
                    "sietzen-2019-wnn",
                    "sietzen-2019-wnn",
                    "sietzen-2021-perturber",
                    "sietzen-2022-vacnnr",
                    "sietzen-ifv-2019",
                    "sifuentes-2018-crowd",
                    "SifuentesGangl2017FIS",
                    "sikachev_peter_2010_STLCI",
                    "sikachev_peter-2011-dfc",
                    "sikachev_peter-2011-incshad",
                    "sikachev_peter-2011-metavis",
                    "sikachev_peter-2011-protovis",
                    "sikachev-2010-DFC",
                    "sikachev-2010-ill_vis_vol_ren",
                    "Sippl_Sebastian_EFG",
                    "smiech-2018-tei",
                    "Smisek_Michal_A3D",
                    "Sollboeck_2011_FSS",
                    "sollboeck-2011",
                    "Solteszova-2009-VQN",
                    "solteszova-2010-MOS",
                    "Solteszova2016",
                    "Sorger_2013_nMI",
                    "sorger_2017_metamorphers",
                    "sorger-2016-fowardabstraction",
                    "sorger-2017-thesis",
                    "sorger-2019-odn",
                    "sorger-2021-egonet",
                    "Soros_AVN_2011",
                    "Soros-AV-2010",
                    "Spechtenhauser_Florian_2016",
                    "spegel-gruenberger-2020",
                    "Spelitz2020",
                    "spoerk-2010-hpgpu",
                    "Stabel_2012_UDM",
                    "stappen_2017_animatedcomic",
                    "Staudacher_2022",
                    "staudacher_florian-2016-topo3d",
                    "stehno-2011-RVD",
                    "steinboeck-2017-vbn",
                    "steinboeck-2017-vefp",
                    "steinboeck-2017-vefp",
                    "steinboeck-2018-lbg",
                    "STEINLECHNER-2019-ICT",
                    "StickmanMax-shoetta-kampfer",
                    "stoff-2025-pvu",
                    "stoff-concepMap-2021",
                    "StrakaVis2004",
                    "stritzel2022",
                    "Strohmayer-2018-BT",
                    "sturl_2016_dynlabels",
                    "suntinger-2008-etet",
                    "suntinger-2008-tet",
                    "Swoboda_Nicolas_VIT",
                    "Swoboda2020",
                    "szabo_patrik-2022-tour",
                    "szabo-thesis",
                    "takahashi-2019-acdt",
                    "tekaya-2025-amo",
                    "tekaya-2025-amo",
                    "termeer-2006-000",
                    "termeer-2007-covicad",
                    "termeer-2008-scmr",
                    "termeer-2008-vis",
                    "termeer-2009-cvc",
                    "termeer-2009-scmr",
                    "textures-3d-printing",
                    "thesis-kronsteiner",
                    "thesis-tekaya",
                    "Thomas-2018",
                    "Thurner-2005-IVR",
                    "toth-2007-ndd",
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        "type_id": "inproceedings",
        "tu_id": null,
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        "title": "Visualizing Group Structure in Compound Graphs: The Current State, Lessons Learned, and Outstanding Opportunities",
        "date": "2024-03-11",
        "abstract": "Compound graphs are common across domains, from social science to biochemical pathway studies, and their visualization is important to both their exploration and analysis. However, effectively visualizing a compound graph's topology and group structure requires careful consideration, as evident by the many different approaches to this particular problem. To better understand the current advancements in compound graph visualization, we have consolidated and streamlined existing surveys' taxonomies. More specifically, we aim to disentangle the visual relationship between graph topology and group structure from the visual encoding used to visualize its group structure in order to identify interesting gaps in the literature. In so doing, we are able to enumerate a number of lessons learned and gain a better understanding of the outstanding research opportunities and practical implications across domains.",
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        "booktitle": "Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 1, HUCAPP and IVAPP",
        "date_from": "2024-02-27",
        "date_to": "2024-02-29",
        "doi": "10.5220/0012431200003660",
        "event": "19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications",
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                "abstract": "<p>Data and information created by various processes (e.g., simulations) is getting larger, and more and more complex.&nbsp;We use interactive visualization and analysis techniques to facilitate exploration of complex parameter spaces (e.g., to analyze and compare parameters for automotive engineering, reconstruction algorithms, or geometry generators) or unstructured information collections (e.g., annotated digital documents or image collections). Our research focus lies on novel visual encodings and interaction techniques to explore a large amount of abstract data, often in combination with analytical reasoning.</p>\r\n",
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                "abstract": "<p>Graph-typed data is ubiquitous, from logistical or transportation networks, through social or correspondence networks, all the way to more abstract biochemical interaction networks. Each such application domain brings with it unique analytical goals, metadata, canonical representations, as well as types of vertices and edges. Routine, automated analyses of such data, while important, can often not fully support the kind of decision-making or data exploration necessary for more complex and/or larger networks. Here, it is through (interactive) visualization that we can support domain experts in their exploratory and (semi-) confirmatory research endeavors. On the one hand, we can build custom, tailor-made interactive, visual dashboards which directly address the needs and support the analysis of our domain expert collaborators. On the other, we can look at more foundational questions about how to best represent graph-typed data or better understand the factors which negatively/positively affect comprehension.</p>\r\n",
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                    "dworschak-2016-szcm",
                    "dworschak-2024-aml",
                    "Eckelt_2017",
                    "Eckelt_2018_01",
                    "Edi_2019_10_01",
                    "edlinger-2018-vwr",
                    "eg-tut2005-iv",
                    "Ehlers_PhD",
                    "ehlers-2023-iro",
                    "ehlers-2024-mmm",
                    "ehlers-2024-vgs",
                    "ehlers-2025-ait",
                    "ehlers-thesis",
                    "Eichner2022",
                    "eitler-2024-sos",
                    "eiweck-hnv-2021",
                    "ellhotka-2025-ipo",
                    "emsenhuber-2008-vhd",
                    "erler-2025-lidarscout",
                    "eschner-2023-evl",
                    "eschner-2023-ims",
                    "eschner-2025-ide",
                    "eschner-blur-2022",
                    "Escribano_2017",
                    "Essler2022",
                    "EuroVis2018-ShortPapers-Karall",
                    "EuroVis2018-ShortPapers-Reiter",
                    "facial2004",
                    "Fechter_2011_DBS",
                    "filipovic-2014-dect",
                    "FISCHL-2012-CTASEG",
                    "fmistelbauer-2014-ad",
                    "fmistelbauer-2014-adict",
                    "Ford-2012-HRV",
                    "fourousan2021",
                    "freiler-2008-ste",
                    "fritz-2009-ieq",
                    "Froehler_Berhnard_2015_ESM",
                    "froschauer-2009-iod",
                    "Fruehstueck_Anna_2015_DOM",
                    "fuchs_raphael_2007_par",
                    "fuchs_vhml",
                    "fuchs-2008-del",
                    "fuchs-vortex",
                    "furmanova_2020",
                    "gadllah_2016",
                    "Gadllah_Hani_2016",
                    "gall_2016",
                    "Gall_2017",
                    "gall_alexander_2016BA",
                    "gall-2025-marv",
                    "Gall2020",
                    "Gall2021",
                    "gangl-2018-gpsart",
                    "Ganglberger-2022-cg",
                    "ganglberger2019",
                    "Ganuza",
                    "Ganuza_2015",
                    "Ganuza_MJ_2015_AVe",
                    "Ganuza_ML_2015_ISA",
                    "Ganuza-2017-IVCSGM",
                    "Gavrilescu_2011_VGP",
                    "gavrilescu-2008-vsc",
                    "gavrilescu-2009-postrend",
                    "Gavrilescu-2010-CIE",
                    "Gehrer_Daniel_CUI",
                    "Gehrer-2017",
                    "Gehrer-2017-molmach",
                    "georgiev-2019-cbg",
                    "gerl-2006-vhi",
                    "geymayer-2017-std",
                    "Gietl_2020",
                    "Gillmann2021",
                    "glanznig-2009-LAMC",
                    "glinzner-2016-tex",
                    "goel-2024-rdr",
                    "Gogel2020",
                    "gostler-2015-3dp",
                    "grammatikaki-2025-htr",
                    "grammatikaki-thesis",
                    "grimm-2004-arefined",
                    "GRIMM-2004-FDMX-P",
                    "grimm-2004-memory",
                    "GRIMM-2004-PPC",
                    "grimm-2004-volume",
                    "Groeller_2011_CVC",
                    "Groeller_2011_CW",
                    "Groeller_2011_GBC",
                    "Groeller_2011_HP",
                    "Groeller_2011_HSU",
                    "Groeller_2011_IPV",
                    "Groeller_2011_IVP",
                    "Groeller_2011_NR",
                    "Groeller_2011_NSM",
                    "Groeller_2011_VCD",
                    "Groeller_2011_VSD",
                    "Groeller_2011_VSD",
                    "Groeller_2011_VSD",
                    "Groeller_2011_VSS",
                    "Groeller_2012_KAV",
                    "Groeller_2012_VBP",
                    "Groeller_2012_ViV",
                    "Groeller_2012_VV",
                    "Groeller_2014_CaQ",
                    "Groeller_2014_CQV",
                    "Groeller_2014_CV",
                    "Groeller_2014_RWA",
                    "Groeller_2014_STC",
                    "Groeller_2014_UPS",
                    "Groeller_2014_VND",
                    "Groeller_2016_I2",
                    "Groeller_2016_I7",
                    "Groeller_2016_I8",
                    "Groeller_2016_P2",
                    "Groeller_2016_P4",
                    "Groeller_2016_P6",
                    "Groeller_2016_P7",
                    "Groeller_2021_11",
                    "Groeller_2021_BVM",
                    "Groeller_2021-10",
                    "Groeller_Edi_2013_TVC",
                    "Groeller_Edi_2013_VCQ",
                    "Groeller_Edi_2013TVCK",
                    "Groeller_Edi_VKA",
                    "Groeller_Eduard_2014_THS",
                    "Groeller_Eduard_2014_TSP",
                    "Groeller_Eduard_2014_UCT",
                    "Groeller_Eduard_2015_SMV",
                    "Groeller_Eduard_2015_TCU",
                    "Groeller_V1_2020",
                    "Groeller_V2_2020",
                    "Groeller_V3_2020",
                    "Groeller_V42020",
                    "Groeller_V5_2020",
                    "groeller-2004-efficient",
                    "groeller-2004-imp",
                    "groeller-2004-sci",
                    "groeller-2005-dia",
                    "Groeller-2010-CVC",
                    "Groeller-2010-IFI",
                    "Groeller-2010-IVVI",
                    "Groeller-2011-HSH",
                    "Groeller-2017-ARTORW",
                    "Groeller-2017-AVC",
                    "Groeller-2017-IVAMCS",
                    "Groeller-2017-PTPMD",
                    "Groller_2021-12-03",
                    "Gronde_2008",
                    "Grorller-2010-IVV",
                    "grossmann_2019_pelvisrunner_poster",
                    "Grossmann_MA",
                    "grossmann-2021-layout",
                    "grossmann-2022-conceptSplatters",
                    "grossmann-thesis",
                    "gruber-2025-vps",
                    "Gruenauer-2011-CAT",
                    "Gschwantner_2011_AMQ",
                    "gundacker-2020-wlm",
                    "Gurbat_2011_SBS",
                    "gusenbauer-2018",
                    "gusenbauer-2018",
                    "gusenbauer-2018-P",
                    "gutekunst_2019",
                    "Hadwiger-2002-Fas",
                    "haidacher_2010_statTF",
                    "haidacher-2004-FVV",
                    "haidacher-2005-MND",
                    "haidacher-2007-idr",
                    "haidacher-2008-vcbm",
                    "haidacher-2011-MSM",
                    "haidacher-2011-phd",
                    "haidacher-2011-VAM",
                    "Hainoun2019",
                    "Halladjian_2020",
                    "hanzl-2011",
                    "hartl-2008-vcd",
                    "hartmann-2005-adv",
                    "haushofer-2018-skinning",
                    "Heim_2020",
                    "Heim_2021",
                    "Heim-2017",
                    "heim-2024-accustripes",
                    "heim-gall-2020-dde",
                    "heinzl_2006_RSDVCDM",
                    "heinzl-2006-rep",
                    "heinzl-2008-sam",
                    "Heinzl2021",
                    "Herghelegiu-2012-BPV",
                    "herzberger-2023-swv",
                    "herzberger-2024-roh",
                    "Hirsch_Christian_2015_ABL",
                    "Hladuvka-2002-Exp",
                    "hladuvka-2002-exploiting",
                    "Hochmayr_Manuel_2015_PSE",
                    "hochmayr_manuel-2011-VoRMD",
                    "Hochpoechler_2016_VR",
                    "horvath-2018-ism",
                    "hromniak-2019-vcn",
                    "huber-2025-eed",
                    "Iijima-2020-iV",
                    "indirectBiasLanguageModels-2023",
                    "irendorfer-2024-uat",
                    "irger-2023-ves",
                    "Ismail-2018",
                    "jank-2022-cbf",
                    "Kanitsar-2002-CPR",
                    "Kanitsar-2003-Adva",
                    "Kanitsar-2003-Dem",
                    "Kanitsar-2004-Dia",
                    "Kanitsar-thesis",
                    "kapferer-2017-godot",
                    "Karall2017CVAB",
                    "Karall2018_2",
                    "karimov-2013-vivisection",
                    "karimov-2015-HD",
                    "karimov-2016-GIVE",
                    "karimov-2016-SD",
                    "keglevic_schulz-2011-MB",
                    "Kehrer-2008-hyp",
                    "Kehrer-2010-mom",
                    "kehrer-2011-vai",
                    "kehrer-2012-mod",
                    "kehrer-2013-IVA",
                    "kehrer-2013-SBC",
                    "Kehrer-2013-STAR",
                    "Kehrer-2014-CSD",
                    "kerbl-2024-ah3",
                    "kimmersdorfer-fancyMaps-2023",
                    "Kinkelin_2009",
                    "Kinkelin-2011-VR",
                    "Klaus2024",
                    "Kleber-2004-TFE",
                    "klein_2017_IM",
                    "klein_2019_MSA_Poster",
                    "klein_2019_PGG",
                    "klein_2019_PHD",
                    "klein_2019_PMP",
                    "Klein_Tobias_2015TIV",
                    "klein-thesis",
                    "Knapp_2017_CVR",
                    "knapp_michael_2004_MAS",
                    "knapp-2004-semi",
                    "koch_bernhard_2018-1",
                    "koch-2018-sso",
                    "koehle-2013-sgv",
                    "koeppel-2021",
                    "Koeppel2020",
                    "Kohlmann-2007-EBV",
                    "kohlmann-2007-livesync",
                    "kohlmann-2008-lse",
                    "kohlmann-2009-cp",
                    "kohlmann-2009-lssl",
                    "kolesar-ivan-2014-polymers",
                    "Kolter_2021",
                    "komon-2025-dco",
                    "komon-2025-webigeo",
                    "komon-2025-webigeo",
                    "komon-kimmersdorfer-2025-weBIGeo",
                    "Konyha_2013_IVA",
                    "korpitsch_thorsten-2019",
                    "korpitsch-2020-cescg",
                    "Korpitsch-2020-wscg",
                    "korpitsch-2021-lov",
                    "Koszticsak-2017-ewt",
                    "Kouril_2017_11",
                    "kouril-2015-maya2cellview",
                    "kouril-2017-sccgposter",
                    "kouril-2018-LoL",
                    "kouril-2018-LoL",
                    "kouril-2020-hyperlabels",
                    "kouril-2021-molecumentary",
                    "kouril-2021-phdthesis",
                    "Kovacs_PhD",
                    "krakhofer-2015",
                    "Krone2016VABC",
                    "kuehschelm-2005-adv",
                    "Kugler_2019",
                    "Kuroko-2020-iV",
                    "Labschuetz_Matthias_2015_JIT",
                    "Labschuetz_Matthias_2016_AHD",
                    "Labschuetz_Matthias_2016_JIT",
                    "Labschuetz_Matthias_2016_JITT",
                    "Lackner_2022",
                    "LaCruz2004",
                    "Ladstaedter-2009-sim",
                    "Langer_Edith_IR1",
                    "Langer_Maximillian_DMV",
                    "Laschober-2018",
                    "lawonn-2018-illvisstar",
                    "lemuzic_2014_ipv",
                    "lemuzic_2015_timelapse",
                    "LeMuzic_2016_PhD",
                    "lemuzic-2014-ivm",
                    "lemuzic-2015-hiv",
                    "lemuzic-mindek-2016-viseq",
                    "lemuzic-mindek-sorger-cgfcc",
                    "Leutschacher_2022",
                    "li-2019-gdc",
                    "lie-2009-cri",
                    "lipp-2017-mgpu",
                    "lipp-2017-vulkan",
                    "lippeck-2022-mna",
                    "liu-2014-ac",
                    "lkoell-2014",
                    "ludwig-2012-MT",
                    "Machegger2018DTI",
                    "magg-2021-dva",
                    "magg2021",
                    "mahler-2021-mdar",
                    "major-2010-mrf",
                    "malan_fluoro",
                    "malik-2007-FP",
                    "malik-2009-CVFA",
                    "malik-thesis",
                    "Manczarski-2016",
                    "Marek06",
                    "Maricic_2013_VFE",
                    "martorell2022",
                    "maruyama-2019-iv",
                    "Masopust_2018",
                    "Masterthesis-Viola",
                    "Matkovic_Kresimir_2015_",
                    "matt-2023-vae",
                    "matt-2024-cvil",
                    "matt-2025-scv",
                    "matt-masterthesis",
                    "Mattausch-2003-ISL",
                    "Mattausch-2003-SIE",
                    "Mattausch-2003-Str",
                    "Matusich-2017-01",
                    "Mautner 2020",
                    "Mayr-2017-1",
                    "mayr-2021-wec",
                    "mazurek-2017-sio",
                    "mazurek-2017-vows",
                    "mazurek-2018-vac",
                    "mazurek-2018-veq",
                    "Mazza_2020",
                    "Mazza_2021_05",
                    "meka-2024-lpi",
                    "Melo_2018_11",
                    "Meusburger_2020",
                    "Miao_2015_VCBM",
                    "Miao_2019",
                    "Miao_Haichao_2015_VQC",
                    "miao_inria_2017",
                    "miao_kaust_2018",
                    "miao_nantech_2019",
                    "miao_nar_2020",
                    "miao_plitvice_2018",
                    "miao_thesis_2019",
                    "miao_tvcg_2017",
                    "miao_tvcg_2018",
                    "miao_tvcg_2018",
                    "miao_tvcg_2018",
                    "miao2018Dimsum",
                    "Miao2018FDN",
                    "Michl_2017_CSV",
                    "mindek_peter-2012-visgroupproj",
                    "mindek_peter-2014-cs_kaust",
                    "mindek-2013-cs_cvut",
                    "mindek-2013-csl",
                    "mindek-2013-pel",
                    "mindek-2014-mcs",
                    "mindek-2014-vivi_cvut",
                    "mindek-2015-mc",
                    "mindek-2015-mctalk",
                    "mindek-2016-utah-talk",
                    "mindek-2017-dsn",
                    "mindek-2017-marion",
                    "mindek-2017-virtualcell",
                    "mindek-2018-fyi",
                    "mindek-2019-mci",
                    "mindek-thesis",
                    "mistelbauer_2013_SIV",
                    "Mistelbauer_2021",
                    "Mistelbauer_Gabriel_2015_NHR",
                    "Mistelbauer_Gabriel_2016",
                    "mistelbauer-2010-pvv",
                    "mistelbauer-2012-cr",
                    "mistelbauer-2012-ssv",
                    "mistelbauer-2013-cfa",
                    "mistelbauer-2015-abvv",
                    "Mitterhofer_2017",
                    "mizuno-2019-eurovis",
                    "Mlejnek_2004_PF",
                    "Mlejnek_2005_AOEPF",
                    "Mlejnek_2006_MVOA",
                    "Mlejnek-2004-Int",
                    "Mlejnek-2004-ITVAC",
                    "Mlinaric-2015-MT",
                    "Moellinger_Christian_IDE2",
                    "moerth_eric-2016-3DF",
                    "moerth-2018-tpose",
                    "monitzer_2008_FluSi",
                    "Morar_2012_ISB",
                    "Muehlbacher_diss_2018",
                    "mueller-2009-ivs",
                    "Muigg_2011_ISI",
                    "Muigg_2011_VC",
                    "Muigg-2008-four",
                    "muigg-2012-svr",
                    "Musleh_PhD",
                    "musleh-2024-conan",
                    "Neumann-2002-Fea",
                    "nguyen_2020-covid",
                    "Niedermayer_2018",
                    "Novotny_2013_ASVD",
                    "Nowak_2020",
                    "Nowak_2021",
                    "Oancea_2018_1",
                    "Oancea_Stefan_2016_VOT",
                    "Oancea2018OAK",
                    "oeltze-2013-tut",
                    "opitz-2009-cvv",
                    "Ortner_PhD",
                    "Ortner2020",
                    "Pahr_PhD",
                    "pahr-2021-vologram",
                    "pahr-2024-ieo",
                    "pahr-2024-squishicalization",
                    "pahr-2025-holographs",
                    "pahr-2025-nodkant",
                    "pahr-thesis",
                    "Pahr2020",
                    "Pajer_2012_VoM",
                    "Panayotov",
                    "papantonakis-2024-rmf",
                    "Parzer_2013_IIG",
                    "patel_2009_MC",
                    "patel_daniel_2007_IRSD",
                    "patel-2008-tsa",
                    "patel-2009-evr",
                    "patel-2011-PEA",
                    "Pauschenwein_2022",
                    "Peter_2012_AIV",
                    "Pezenka-2016-MT",
                    "Pfahler_David_2015_IPI",
                    "Pfahler-2016-MT",
                    "PH-2011-LDS",
                    "phd-viola",
                    "Philipp_Hochhauser_2023",
                    "Pilizar_-2020-bachelor",
                    "piringer-2009-hds",
                    "Plank_Pascal_2015_HVP",
                    "plank-2017-sldg",
                    "PMI_AR_2012",
                    "pointner_simon-2020",
                    "polatsek-2018-stv",
                    "polatsek-2018-stv",
                    "Pramerdorfer-2011-PAV",
                    "preim-2009-sve",
                    "Presch_2020",
                    "Priselac2021",
                    "puehringer-2009-sbm",
                    "puenguentzky-2014-ht",
                    "Purchase-2020-gd",
                    "raidou_2018_bladderrunner",
                    "raidou_2019_pelvisrunner",
                    "raidou_2019_preha",
                    "raidou_2019_springer",
                    "raidou_2020Onc",
                    "raidou_EuroVis15",
                    "raidou_eurovis16",
                    "raidou_miccai16",
                    "raidou_pingu2020",
                    "raidou_previs2021",
                    "raidou_RO2019",
                    "raidou_shonan167",
                    "raidou_slicedice",
                    "raidou_star2019",
                    "raidou_vcbm14",
                    "raidou_vis14",
                    "raidou_vis15",
                    "raidou_visgap2020",
                    "raidou2018_rv3",
                    "raidou2018visualflatter",
                    "raidou2019_prsps",
                    "rasch-2016-imgses",
                    "Rau08",
                    "Rautek_Peter_2014_TUC",
                    "Rautek_Peter_2014_VSA",
                    "rautek-2005-dvr",
                    "Rautek-2007-O3D",
                    "Rautek-2007-SLI",
                    "Rautek-2008-IDS",
                    "Rautek-2008-kav",
                    "Rautek-2008-VF",
                    "rautek-2009-vmv",
                    "RAUTEK06",
                    "Rautek06Vis",
                    "Rautek06VMLS",
                    "rautek2010",
                    "Red_Andreas_2015_FFT",
                    "Reh_Andreas_VoP",
                    "reh-2013",
                    "reina-2020-mtv",
                    "Reisacher_Matthias_CPW",
                    "Reisacher2016",
                    "Reiter_2009_IXIA",
                    "Reiter2017CVAP",
                    "Rezk06Vis",
                    "Ribicic_2012_SUS",
                    "Ribicic_2012_VAS",
                    "Ribicic-2010-CRS",
                    "Riegelnegg_2019",
                    "rinortner_susanne-2019-vpicc",
                    "rinortner_susanne-2019-vpicc",
                    "Rippberger_2019",
                    "rippl-2023-atg",
                    "ritzberger-2010-nar",
                    "Ropinski-2012-UBT",
                    "rraidou_clinical",
                    "rraidou_EG17",
                    "rraidou_phdbook",
                    "rsabin-2013",
                    "ruiz-2008-OVR",
                    "ruiz-2008-SEV",
                    "samoul-2019-cnp",
                    "Sanjin_Rados_RV",
                    "Sarkis_2021",
                    "Sbardellati-2019-vcbm",
                    "Sbardellati-2019-vcbm",
                    "sbardellati-2021-eveos",
                    "scharsach-2005-adv",
                    "Schernthaner-2017-MCP",
                    "schindler_2020vis",
                    "Schindler-2022-eurovis",
                    "schindler2020",
                    "schleicher-2011-VLSC",
                    "Schmidlehner_Sandra_SbC",
                    "schmidlehner2021",
                    "schmidt-2011-mt",
                    "schmidt-phd",
                    "schmidt-phd",
                    "schoellhuber-2008-asc",
                    "scholz_2021",
                    "Schrempf_2018",
                    "Schrempf_2020",
                    "SCHUETZ-2024-SIMLOD",
                    "schuetz-2025-splatshop",
                    "schuh-2018-mesh-blending",
                    "schultes_lampi",
                    "Schulze_Florian_2013_CMI",
                    "schwankl-2013-smis",
                    "seyfert-2017",
                    "shakhova-2023-atp",
                    "sietzen-2019-wnn",
                    "sietzen-2019-wnn",
                    "sietzen-2021-perturber",
                    "sietzen-2022-vacnnr",
                    "sietzen-ifv-2019",
                    "sifuentes-2018-crowd",
                    "SifuentesGangl2017FIS",
                    "sikachev_peter_2010_STLCI",
                    "sikachev_peter-2011-dfc",
                    "sikachev_peter-2011-incshad",
                    "sikachev_peter-2011-metavis",
                    "sikachev_peter-2011-protovis",
                    "sikachev-2010-DFC",
                    "sikachev-2010-ill_vis_vol_ren",
                    "Sippl_Sebastian_EFG",
                    "smiech-2018-tei",
                    "Smisek_Michal_A3D",
                    "Sollboeck_2011_FSS",
                    "sollboeck-2011",
                    "Solteszova-2009-VQN",
                    "solteszova-2010-MOS",
                    "Solteszova2016",
                    "Sorger_2013_nMI",
                    "sorger_2017_metamorphers",
                    "sorger-2016-fowardabstraction",
                    "sorger-2017-thesis",
                    "sorger-2019-odn",
                    "sorger-2021-egonet",
                    "Soros_AVN_2011",
                    "Soros-AV-2010",
                    "Spechtenhauser_Florian_2016",
                    "spegel-gruenberger-2020",
                    "Spelitz2020",
                    "spoerk-2010-hpgpu",
                    "Stabel_2012_UDM",
                    "stappen_2017_animatedcomic",
                    "Staudacher_2022",
                    "staudacher_florian-2016-topo3d",
                    "stehno-2011-RVD",
                    "steinboeck-2017-vbn",
                    "steinboeck-2017-vefp",
                    "steinboeck-2017-vefp",
                    "steinboeck-2018-lbg",
                    "STEINLECHNER-2019-ICT",
                    "StickmanMax-shoetta-kampfer",
                    "stoff-2025-pvu",
                    "stoff-concepMap-2021",
                    "StrakaVis2004",
                    "stritzel2022",
                    "Strohmayer-2018-BT",
                    "sturl_2016_dynlabels",
                    "suntinger-2008-etet",
                    "suntinger-2008-tet",
                    "Swoboda_Nicolas_VIT",
                    "Swoboda2020",
                    "szabo_patrik-2022-tour",
                    "szabo-thesis",
                    "takahashi-2019-acdt",
                    "tekaya-2025-amo",
                    "tekaya-2025-amo",
                    "termeer-2006-000",
                    "termeer-2007-covicad",
                    "termeer-2008-scmr",
                    "termeer-2008-vis",
                    "termeer-2009-cvc",
                    "termeer-2009-scmr",
                    "textures-3d-printing",
                    "thesis-kronsteiner",
                    "thesis-tekaya",
                    "Thomas-2018",
                    "Thurner-2005-IVR",
                    "toth-2007-ndd",
                    "TR-186-2-05-01",
                    "TR-186-2-05-02",
                    "TR-186-2-05-03",
                    "TR-186-2-05-04",
                    "TR-186-2-05-06",
                    "TR-186-2-05-07",
                    "TR-186-2-05-08",
                    "TR-186-2-06-01",
                    "TR-186-2-06-02",
                    "TR-186-2-06-03",
                    "TR-186-2-06-04",
                    "TR-186-2-07-02",
                    "TR-186-2-07-03",
                    "TR-186-2-07-04",
                    "TR-186-2-07-05",
                    "TR-186-2-07-06",
                    "TR-186-2-07-07",
                    "TR-186-2-07-08",
                    "TR-186-2-07-10",
                    "TR-186-2-07-11",
                    "TR-186-2-07-12",
                    "TR-186-2-08-01",
                    "TR-186-2-08-02",
                    "TR-186-2-08-03",
                    "TR-186-2-08-04",
                    "TR-186-2-08-05",
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        "title": "Improving readability of static, straight-line graph drawings: A first look at edge crossing resolution through iterative vertex splitting",
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        "abstract": "We present a novel vertex-splitting approach to iteratively resolve edge crossings in order to improve the readability of graph drawings. Dense graphs, even when small in size (10 to 15 nodes in size) quickly become difficult to read with increasing numbers of edges, and form so-called “hairballs”. The readability of a graph drawing is measured using many different quantitative aesthetic metrics. One such metric of particular importance is the number of edge crossings. Classical approaches to improving readability, such as the minimization of the number of edge crossings, focus on providing overviews of the input graph by aggregating or sampling vertices and/or edges. However, this simplification of the graph drawing does not allow for detailed views into the data, as not all vertices or edges are rendered, and also requires sophisticated interaction approaches to perform well. To avoid this, our locally optimal vertex splitting approach aims to minimize the number of remaining edge crossings while also minimizing the number of vertices that need to be split. In each iteration, we identify the vertex contributing the largest number of edge crossings, remove it, locate the embedding locations of said vertex's two split copies, and determine each copy's unique adjacency. We conduct a user study with 52 participants to evaluate whether vertex splitting affects users’ abilities to conduct a set of graph analytical tasks on graphs 12 nodes in size. Users were tasked with identifying a vertex's adjacency, determining the shared neighbors of two vertices, and checking the validity of a set of paths. We ultimately conclude that within the context of small, dense graphs, systematic vertex splitting is preferred by participants and even positively impacts user performance, though at the cost of the time taken per task.",
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                        "field_id": "co_supervisor",
                        "ordernum": 0
                    },
                    {
                        "publ_id": "Pilizar_-2020-bachelor",
                        "field_id": "supervisor",
                        "ordernum": 0
                    },
                    {
                        "publ_id": "pointner_simon-2020",
                        "field_id": "supervisor",
                        "ordernum": 0
                    },
                    {
                        "publ_id": "rinortner_susanne-2019-vpicc",
                        "field_id": "supervisor",
                        "ordernum": 0
                    },
                    {
                        "publ_id": "Schindler-2022-eurovis",
                        "field_id": "lecturer",
                        "ordernum": 0
                    },
                    {
                        "publ_id": "Thomas-2018",
                        "field_id": "supervisor",
                        "ordernum": 0
                    },
                    {
                        "publ_id": "Vasileva-2018",
                        "field_id": "supervisor",
                        "ordernum": 0
                    },
                    {
                        "publ_id": "wu-2019-smw",
                        "field_id": "lecturer",
                        "ordernum": 0
                    },
                    {
                        "publ_id": "wu-2019-visworkshop",
                        "field_id": "lecturer",
                        "ordernum": 0
                    },
                    {
                        "publ_id": "wu-2020-eurovis-star",
                        "field_id": "lecturer",
                        "ordernum": 0
                    }
                ],
                "url": "https://www.cg.tuwien.ac.at/research/publications/show.php?class=Author&id=1464",
                "__class": "Author"
            }
        ],
        "doi": "10.1016/j.cag.2023.09.010",
        "issn": "1873-7684",
        "journal": "COMPUTERS & GRAPHICS-UK",
        "pages": "16",
        "pages_from": "448",
        "pages_to": "463",
        "publisher": "PERGAMON-ELSEVIER SCIENCE LTD",
        "volume": "116",
        "research_areas": [
            {
                "id": "NetVis",
                "drupal_id": 9472,
                "name": "Network Visualization",
                "short_abstract": "This research area aims to investigate how to best visualize graph-typed data, both abstractly as well as in domain-specific applications.",
                "abstract": "<p>Graph-typed data is ubiquitous, from logistical or transportation networks, through social or correspondence networks, all the way to more abstract biochemical interaction networks. Each such application domain brings with it unique analytical goals, metadata, canonical representations, as well as types of vertices and edges. Routine, automated analyses of such data, while important, can often not fully support the kind of decision-making or data exploration necessary for more complex and/or larger networks. Here, it is through (interactive) visualization that we can support domain experts in their exploratory and (semi-) confirmatory research endeavors. On the one hand, we can build custom, tailor-made interactive, visual dashboards which directly address the needs and support the analysis of our domain expert collaborators. On the other, we can look at more foundational questions about how to best represent graph-typed data or better understand the factors which negatively/positively affect comprehension.</p>\r\n",
                "website": "https://www.cg.tuwien.ac.at/research/area/NetVis",
                "teaser": {
                    "name": "teaser.png",
                    "path": "research_area:NetVis",
                    "type": "image/png",
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                    "thumb_url": "https://www.cg.tuwien.ac.at/research/publications/research_area/NetVis/teaser:thumb{{size}}.png",
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                },
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                    "ehlers-2024-mmm",
                    "ehlers-2024-vgs",
                    "ehlers-2025-ait",
                    "Klaus2024",
                    "mazurek-2018-veq",
                    "sorger-2019-odn",
                    "sorger-2021-egonet",
                    "steinboeck-2018-lbg",
                    "waldner-2014-ghi",
                    "waldner-2020-tbg"
                ],
                "projects": [],
                "url": "https://www.cg.tuwien.ac.at/research/publications/show.php?class=ResearchArea&id=NetVis",
                "__class": "ResearchArea"
            }
        ],
        "keywords": [
            "Edge crossings",
            "Graph aesthetics",
            "Network visualization",
            "Vertex splitting"
        ],
        "weblinks": [],
        "files": [],
        "projects_workgroups": [
            {
                "id": "vis",
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                    "Animated Cell Tab development",
                    "AutARG",
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                    "illvisation",
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                    "ManyViews",
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                    "Scenario Pool",
                    "Semantic Steering",
                    "Sim-CT",
                    "Smart-CT",
                    "Smile Analytics",
                    "ViMaL",
                    "VISAR"
                ],
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                    "InfoVis",
                    "MedVis",
                    "NetVis",
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                    "VR"
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        "abstract": "To exploit the potential of immersive network analytics for engaging and effective exploration, we promote the metaphor of ``egocentrism'', where data depiction and interaction are adapted to the perspective of the user within a 3D network. Egocentrism has the potential to overcome some of the inherent downsides of virtual environments, e.g., visual clutter and cyber-sickness. To investigate the effect of this metaphor on immersive network exploration, we designed and evaluated interfaces of varying degrees of egocentrism. In a user study, we evaluated the effect of these interfaces on visual search tasks, efficiency of network traversal, spatial orientation, as well as cyber-sickness. Results show that a simple egocentric interface considerably improves visual search efficiency and navigation performance, yet does not decrease spatial orientation or increase cyber-sickness. A distorted occlusion-free view of the neighborhood only marginally improves the user's performance. We tie our findings together in an open online tool for egocentric network exploration, providing actionable insights on the benefits of the egocentric network exploration metaphor.",
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    {
        "id": "waldner-2020-tbg",
        "type_id": "journalpaper_notalk",
        "tu_id": null,
        "repositum_id": "20.500.12708/141146",
        "title": "Interactive exploration of large time-dependent bipartite graphs",
        "date": "2020-04",
        "abstract": "Bipartite graphs are typically visualized using linked lists or matrices, but these visualizations neither scale well nor do they convey temporal development. We present a new interactive exploration interface for large, time-dependent bipartite graphs. We use two clustering techniques to build a hierarchical aggregation supporting different exploration strategies. Aggregated nodes and edges are visualized as linked lists with nested time series. We demonstrate two use cases: finding advertising expenses of public authorities following similar temporal patterns and comparing author-keyword co-occurrences across time. Through a user study, we show that linked lists with hierarchical aggregation lead to more insights than without.",
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        "substitute": null,
        "main_image": {
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        "authors": [
            {
                "id": 1110,
                "drupal_id": 625,
                "orcid_id": "0000-0003-1387-5132",
                "website": "https://www.cg.tuwien.ac.at/staff/ManuelaWaldner",
                "firstname": "Manuela",
                "lastname": "Waldner",
                "searchname": "Manuela Waldner",
                "is_teacher": true,
                "name": "Manuela Waldner",
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                "abstract": "Knowledge workers, such as scientists, journalists, or consultants, adaptively seek, gather, and consume information. Initially, knowledge workers may not even know what exactly they are looking for. Only after investigating more and more information, they develop a more concrete mental picture. These “information foraging” and “sensemaking” processes are often inefficient as existing user interfaces provide limited possibilities to combine information from various sources and different formats into a common knowledge representation. The goal of this project was to facilitate such knowledge-intensive tasks through user interfaces that combine manual organization strategies, such as piling of papers and text annotations, with powerful automatic data processing to reveal hidden relations in the collected data.\n \nThis project led to multiple novel user interface concepts that support knowledge-intensive tasks. For instance, <a href=\"https://www.cg.tuwien.ac.at/research/publications/2018/mazurek-2018-veq/\">visual query expansion</a> is an extension to a search engine that visualizes the effects of suggested variations on an online query result to help users to refine their query terms. The <a href=\"https://www.cg.tuwien.ac.at/research/publications/2019/2019-ic/\">information collage</a> lets users capture information fragments from any online sources, which can then be freely recomposed into a common knowledge representation. Natural language processing helps users to identify common topics in their collage. <a href=\"https://users.cg.tuwien.ac.at/~waldner/bicflows/\">BiCFlows</a> helps users to discover hidden relations in very large information collections. For instance, they can explore which authors tend to contribute to similar topics. \n\nThe user interfaces served as foundation for empirical research with users from different knowledge work domains. This research provided new insights into the strengths but also the limitations of interactive visualization for information foraging and sensemaking. On the one hand, the studies show that, in some situations, interactive visualization can be less efficient than working with unprocessed text-based information. On the other hand, the studies also show that combining automatic data analysis with interactive visualization can lead to more unexpected findings, especially when exploring large data. The extent of manual information organization varies with the task: the less users know about the gathered information, the more automatic organization they expect. \n\nIn summary, this project contributed novel user interface concepts and design guidelines for user interfaces supporting information foraging and sensemaking. The techniques and study results were published at high-ranking peer-reviewed venues, and it can be expected that the findings of this project shape the way how users seek and organize their information in the future. \n\n",
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    {
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        "type_id": "inproceedings",
        "tu_id": null,
        "repositum_id": null,
        "title": "Casual Visual Exploration of Large Bipartite Graphs Using Hierarchical Aggregation and Filtering",
        "date": "2018-10",
        "abstract": "Bipartite graphs are typically visualized using linked\nlists or matrices. However, these classic visualization techniques\ndo not scale well with the number of nodes. Biclustering has\nbeen used to aggregate edges, but not to create linked lists\nwith thousands of nodes. In this paper, we present a new\ncasual exploration interface for large, weighted bipartite graphs,\nwhich allows for multi-scale exploration through hierarchical\naggregation of nodes and edges using biclustering in linked\nlists. We demonstrate the usefulness of the technique using two\ndata sets: a database of media advertising expenses of public\nauthorities and author-keyword co-occurrences from the IEEE\nVisualization Publication collection. Through an insight-based\nstudy with lay users, we show that the biclustering interface leads\nto longer exploration times, more insights, and more unexpected\nfindings than a baseline interface using only filtering. However,\nusers also perceive the biclustering interface as more complex.",
        "authors_et_al": false,
        "substitute": null,
        "main_image": {
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            "path": "Publication:steinboeck-2018-lbg",
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        "authors": [
            {
                "id": 1378,
                "drupal_id": null,
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                "website": null,
                "firstname": "Daniel",
                "lastname": "Steinböck",
                "searchname": "Daniel Steinböck",
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                "name": "Daniel Steinböck",
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                "website": "https://www.cg.tuwien.ac.at/staff/EduardGröller",
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                "short_abstract": "The goal of this project is to design and develop novel interactive visualization techniques to support knowledge workers in making sense of their unstructured, dynamic information collections. ",
                "abstract": "Knowledge workers, such as scientists, journalists, or consultants, adaptively seek, gather, and consume information. Initially, knowledge workers may not even know what exactly they are looking for. Only after investigating more and more information, they develop a more concrete mental picture. These “information foraging” and “sensemaking” processes are often inefficient as existing user interfaces provide limited possibilities to combine information from various sources and different formats into a common knowledge representation. The goal of this project was to facilitate such knowledge-intensive tasks through user interfaces that combine manual organization strategies, such as piling of papers and text annotations, with powerful automatic data processing to reveal hidden relations in the collected data.\n \nThis project led to multiple novel user interface concepts that support knowledge-intensive tasks. For instance, <a href=\"https://www.cg.tuwien.ac.at/research/publications/2018/mazurek-2018-veq/\">visual query expansion</a> is an extension to a search engine that visualizes the effects of suggested variations on an online query result to help users to refine their query terms. The <a href=\"https://www.cg.tuwien.ac.at/research/publications/2019/2019-ic/\">information collage</a> lets users capture information fragments from any online sources, which can then be freely recomposed into a common knowledge representation. Natural language processing helps users to identify common topics in their collage. <a href=\"https://users.cg.tuwien.ac.at/~waldner/bicflows/\">BiCFlows</a> helps users to discover hidden relations in very large information collections. For instance, they can explore which authors tend to contribute to similar topics. \n\nThe user interfaces served as foundation for empirical research with users from different knowledge work domains. This research provided new insights into the strengths but also the limitations of interactive visualization for information foraging and sensemaking. On the one hand, the studies show that, in some situations, interactive visualization can be less efficient than working with unprocessed text-based information. On the other hand, the studies also show that combining automatic data analysis with interactive visualization can lead to more unexpected findings, especially when exploring large data. The extent of manual information organization varies with the task: the less users know about the gathered information, the more automatic organization they expect. \n\nIn summary, this project contributed novel user interface concepts and design guidelines for user interfaces supporting information foraging and sensemaking. The techniques and study results were published at high-ranking peer-reviewed venues, and it can be expected that the findings of this project shape the way how users seek and organize their information in the future. \n\n",
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        "title": "Visualizing Expanded Query Results",
        "date": "2018-06",
        "abstract": "When performing queries in web search engines, users often face difficulties choosing appropriate query terms. Search engines\ntherefore usually suggest a list of expanded versions of the user query to disambiguate it or to resolve potential term mismatches.\nHowever, it has been shown that users find it difficult to choose an expanded query from such a list. In this paper, we describe\nthe adoption of set-based text visualization techniques to visualize how query expansions enrich the result space of a given\nuser query and how the result sets relate to each other. Our system uses a linguistic approach to expand queries and topic\nmodeling to extract the most informative terms from the results of these queries. In a user study, we compare a common text list\nof query expansion suggestions to three set-based text visualization techniques adopted for visualizing expanded query results\n– namely, Compact Euler Diagrams, Parallel Tag Clouds, and a List View – to resolve ambiguous queries using interactive\nquery expansion. Our results show that text visualization techniques do not increase retrieval efficiency, precision, or recall.\nOverall, users rate Parallel Tag Clouds visualizing key terms of the expanded query space lowest. Based on the results, we derive\nrecommendations for visualizations of query expansion results, text visualization techniques in general, and discuss alternative\nuse cases of set-based text visualization techniques in the context of web search.",
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                    "sietzen-ifv-2019",
                    "sMolBoxes_2022",
                    "sorger-2019-odn",
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                    "waldner-2021-leo",
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                    "wu-2021-vi"
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                "abstract": "<p>Data and information created by various processes (e.g., simulations) is getting larger, and more and more complex.&nbsp;We use interactive visualization and analysis techniques to facilitate exploration of complex parameter spaces (e.g., to analyze and compare parameters for automotive engineering, reconstruction algorithms, or geometry generators) or unstructured information collections (e.g., annotated digital documents or image collections). Our research focus lies on novel visual encodings and interaction techniques to explore a large amount of abstract data, often in combination with analytical reasoning.</p>\r\n",
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                "short_abstract": "<p>The central focus of our research is to understand visual abstraction. Understanding means 1. to identify meaningful visual abstractions, 2. to assess their effectiveness for human perception and cognition and 3. to formalize them to be executable on a computational machinery. The outcome of the investigation is useful for designing visualizations for a given scenario or need, whose effectiveness can be quantified and thus the most understandable visualization design can be effortlessly determined. The science of visualization has already gained some understanding of structural visual abstraction. When for example illustrators, artists, and visualization designers convey certain structure, or visually express how things look, we can often provide a scientifically-founded argument whether and why is their expression effective for human cognitive processing. What has not been given sufficient scientific attention to, is advancing the understanding of procedural visual abstraction, in other words investigating visual means that convey what things do or how things work. This missing piece of knowledge would be very useful for visual depiction of processes and dynamics that are omnipresent in science, technology, but also in our everyday lives. The upcoming project will therefore investigate theoretical foundations for visualization of processes. Physiological processes that describe the complex machinery of biological life will be picked as a target scenario. The reason for this choice is two-fold. Firstly, these processes are immensely complex, are carried-out on various spatial and temporal levels simultaneously, and can be sufficiently understood only if all scales are considered. Secondly, physiological processes have been modeled as a result of intensive research in biology, systems biology, and biochemistry and are available in a form of digital data. The goal will be to visually communicate how physiological processes participate on life by considering the limitations of human perceptual and cognitive capabilities. By solving individual visualization problems of this challenging target scenario, the research will provide first pieces of understanding of procedural visual abstractions that are generally applicable, beyond the chosen target domain. Prototype implementation of the developed technology is available at the GitHub repository: https://github.com/illvisation/</p>\r\n\r\n<p>Prototype implementation of the developed technology is available at the GitHub repository:<br />\r\nhttps://github.com/illvisation/</p>\r\n\r\n<h2><a name=\"General Information\"></a>cellVIEW</h2>\r\n\r\n<p>cellVIEW is a new tool that provides fast rendering of very large biological macromolecular scenes and is inspired by state-of-the-art computer graphics techniques. Click <a href=\"https://www.cg.tuwien.ac.at/research/projects/illvisation/cellview/cellview.php\">here</a> for additional information.</p>\r\n\r\n<h2><a name=\"General Information\"></a>Invited Talks</h2>\r\n\r\n<p>18.11.2016: <a href=\"https://www.cg.tuwien.ac.at/research/projects/illvisation/talks/Envisioning_the_Visible_Molecular_Cell-Part1\">Arthur J. Olson, Envisioning the Visible Molecular Cell</a><br />\r\n17.10.2016: Kwan-Liu Ma, Emerging Topics for Visualization Research: <a href=\"https://www.cg.tuwien.ac.at/research/projects/illvisation/talks/Kwan-Liu_Ma/Kwan-Liu Ma_Talk_part1\">Part1</a>, <a href=\"https://www.cg.tuwien.ac.at/research/projects/illvisation/talks/Kwan-Liu_Ma/Kwan-Liu Ma_Talk_part2\">Part2</a><br />\r\n07.10.2016: <a href=\"https://www.cg.tuwien.ac.at/research/projects/illvisation/talks/Marc_Streit/streit\">Marc Streit, From Visual Exploration to Storytelling and Back Again</a><br />\r\n04.12.2015: <a href=\"https://www.cg.tuwien.ac.at/research/projects/illvisation/talks/Jan_Palacek/palecek\">Jan Palacek, Visual Analysis of Protein Complexes: From Protein Interaction to Cellular Processes</a><br />\r\n19.04.2013: <a href=\"https://www.cg.tuwien.ac.at/research/projects/illvisation/talks/Jan_Koenderink/LS_IllVis_01_Koenderink_Shape_in_visual_awareness\">Jan Koenderink, Shape in Visual Awareness</a></p>\r\n",
                "abstract": "<p>The central focus of our research is to understand visual abstraction. Understanding means 1. to identify meaningful visual abstractions, 2. to assess their effectiveness for human perception and cognition and 3. to formalize them to be executable on a computational machinery. The outcome of the investigation is useful for designing visualizations for a given scenario or need, whose effectiveness can be quantified and thus the most understandable visualization design can be effortlessly determined. The science of visualization has already gained some understanding of structural visual abstraction. When for example illustrators, artists, and visualization designers convey certain structure, or visually express how things look, we can often provide a scientifically-founded argument whether and why is their expression effective for human cognitive processing. What has not been given sufficient scientific attention to, is advancing the understanding of procedural visual abstraction, in other words investigating visual means that convey what things do or how things work. This missing piece of knowledge would be very useful for visual depiction of processes and dynamics that are omnipresent in science, technology, but also in our everyday lives. The upcoming project will therefore investigate theoretical foundations for visualization of processes. Physiological processes that describe the complex machinery of biological life will be picked as a target scenario. The reason for this choice is two-fold. Firstly, these processes are immensely complex, are carried-out on various spatial and temporal levels simultaneously, and can be sufficiently understood only if all scales are considered. Secondly, physiological processes have been modeled as a result of intensive research in biology, systems biology, and biochemistry and are available in a form of digital data. The goal will be to visually communicate how physiological processes participate on life by considering the limitations of human perceptual and cognitive capabilities. By solving individual visualization problems of this challenging target scenario, the research will provide first pieces of understanding of procedural visual abstractions that are generally applicable, beyond the chosen target domain. Prototype implementation of the developed technology is available at the GitHub repository: https://github.com/illvisation/</p>\r\n\r\n<p>Prototype implementation of the developed technology is available at the GitHub repository:<br />\r\nhttps://github.com/illvisation/</p>\r\n\r\n<h2><a name=\"General Information\"></a>cellVIEW</h2>\r\n\r\n<p>cellVIEW is a new tool that provides fast rendering of very large biological macromolecular scenes and is inspired by state-of-the-art computer graphics techniques. Click <a href=\"https://www.cg.tuwien.ac.at/research/projects/illvisation/cellview/cellview.php\">here</a> for additional information.</p>\r\n\r\n<h2><a name=\"General Information\"></a>Invited Talks</h2>\r\n\r\n<p>18.11.2016: <a href=\"https://www.cg.tuwien.ac.at/research/projects/illvisation/talks/Envisioning_the_Visible_Molecular_Cell-Part1\">Arthur J. Olson, Envisioning the Visible Molecular Cell</a><br />\r\n17.10.2016: Kwan-Liu Ma, Emerging Topics for Visualization Research: <a href=\"https://www.cg.tuwien.ac.at/research/projects/illvisation/talks/Kwan-Liu_Ma/Kwan-Liu Ma_Talk_part1\">Part1</a>, <a href=\"https://www.cg.tuwien.ac.at/research/projects/illvisation/talks/Kwan-Liu_Ma/Kwan-Liu Ma_Talk_part2\">Part2</a><br />\r\n07.10.2016: <a href=\"https://www.cg.tuwien.ac.at/research/projects/illvisation/talks/Marc_Streit/streit\">Marc Streit, From Visual Exploration to Storytelling and Back Again</a><br />\r\n04.12.2015: <a href=\"https://www.cg.tuwien.ac.at/research/projects/illvisation/talks/Jan_Palacek/palecek\">Jan Palacek, Visual Analysis of Protein Complexes: From Protein Interaction to Cellular Processes</a><br />\r\n19.04.2013: <a href=\"https://www.cg.tuwien.ac.at/research/projects/illvisation/talks/Jan_Koenderink/LS_IllVis_01_Koenderink_Shape_in_visual_awareness\">Jan Koenderink, Shape in Visual Awareness</a></p>\r\n",
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