{"id":"https://openalex.org/W2886887279","doi":"https://doi.org/10.1145/3290605.3300358","title":"VizML","display_name":"VizML","publication_year":2019,"publication_date":"2019-04-29","ids":{"openalex":"https://openalex.org/W2886887279","doi":"https://doi.org/10.1145/3290605.3300358","mag":"2886887279"},"language":"en","primary_location":{"id":"doi:10.1145/3290605.3300358","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3290605.3300358","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3290605.3300358","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3290605.3300358","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006392683","display_name":"Kevin Hu","orcid":"https://orcid.org/0009-0000-3054-8497"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kevin Hu","raw_affiliation_strings":["Massachusetts Institute of Technology, Cambridge, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035791917","display_name":"Michiel A. Bakker","orcid":"https://orcid.org/0000-0003-4474-7109"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michiel A. Bakker","raw_affiliation_strings":["Massachusetts Institute of Technology, Cambridge, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058693271","display_name":"Stephen Li","orcid":"https://orcid.org/0000-0001-5010-771X"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stephen Li","raw_affiliation_strings":["Massachusetts Institute of Technology, Cambridge, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034086130","display_name":"Tim Kraska","orcid":"https://orcid.org/0009-0003-2414-2759"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tim Kraska","raw_affiliation_strings":["Massachusetts Institute of Technology, Cambridge, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064297795","display_name":"C\u00e9sar A. Hidalgo","orcid":"https://orcid.org/0000-0002-6977-9492"},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"C\u00e9sar Hidalgo","raw_affiliation_strings":["Massachusetts Institute of Technology, Cambridge, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I63966007"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":11.0839,"has_fulltext":true,"cited_by_count":217,"citation_normalized_percentile":{"value":0.98715102,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11439","display_name":"Video Analysis and Summarization","score":0.9908000230789185,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12720","display_name":"Multimedia Communication and Technology","score":0.9776999950408936,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.9147474765777588},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8612381219863892},{"id":"https://openalex.org/keywords/generalizability-theory","display_name":"Generalizability theory","score":0.7086085081100464},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6327536106109619},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.5855692028999329},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.5417478680610657},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5040766000747681},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.49211210012435913},{"id":"https://openalex.org/keywords/information-visualization","display_name":"Information visualization","score":0.47409045696258545},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4711422026157379},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.46393540501594543},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4399440288543701},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4360748529434204},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.434563010931015},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3760078251361847},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3516538739204407}],"concepts":[{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.9147474765777588},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8612381219863892},{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.7086085081100464},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6327536106109619},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.5855692028999329},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.5417478680610657},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5040766000747681},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.49211210012435913},{"id":"https://openalex.org/C185578843","wikidata":"https://www.wikidata.org/wiki/Q10609775","display_name":"Information visualization","level":3,"score":0.47409045696258545},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4711422026157379},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.46393540501594543},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4399440288543701},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4360748529434204},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.434563010931015},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3760078251361847},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3516538739204407},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3290605.3300358","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3290605.3300358","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3290605.3300358","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:1808.04819","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1808.04819","pdf_url":"https://arxiv.org/pdf/1808.04819","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"pmh:oai:HAL:hal-03159737v1","is_oa":true,"landing_page_url":"https://hal.science/hal-03159737","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2019 CHI Conference on Human Factors in Computing Systems, May 2019, Glasgow, United Kingdom. &#x27E8;10.1145/3290605.3300358&#x27E9;","raw_type":"Conference papers"}],"best_oa_location":{"id":"doi:10.1145/3290605.3300358","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3290605.3300358","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3290605.3300358","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2886887279.pdf","grobid_xml":"https://content.openalex.org/works/W2886887279.grobid-xml"},"referenced_works_count":60,"referenced_works":["https://openalex.org/W61363324","https://openalex.org/W177671575","https://openalex.org/W613679379","https://openalex.org/W1512287614","https://openalex.org/W1516293359","https://openalex.org/W1587026990","https://openalex.org/W1813094283","https://openalex.org/W1823329909","https://openalex.org/W1961845056","https://openalex.org/W1971781829","https://openalex.org/W1988772517","https://openalex.org/W1996136679","https://openalex.org/W2004058955","https://openalex.org/W2016289761","https://openalex.org/W2023758372","https://openalex.org/W2044102377","https://openalex.org/W2053690843","https://openalex.org/W2054901814","https://openalex.org/W2055351791","https://openalex.org/W2068779004","https://openalex.org/W2083434792","https://openalex.org/W2096080031","https://openalex.org/W2101105183","https://openalex.org/W2113290770","https://openalex.org/W2131827765","https://openalex.org/W2132631291","https://openalex.org/W2132881639","https://openalex.org/W2135415614","https://openalex.org/W2143331230","https://openalex.org/W2144024567","https://openalex.org/W2146622339","https://openalex.org/W2147931936","https://openalex.org/W2152922709","https://openalex.org/W2154652894","https://openalex.org/W2157900633","https://openalex.org/W2169178923","https://openalex.org/W2360467051","https://openalex.org/W2428096022","https://openalex.org/W2432205972","https://openalex.org/W2516678343","https://openalex.org/W2603931454","https://openalex.org/W2610226709","https://openalex.org/W2611990000","https://openalex.org/W2758133400","https://openalex.org/W2795226127","https://openalex.org/W2795577698","https://openalex.org/W2795915595","https://openalex.org/W2796097918","https://openalex.org/W2796347334","https://openalex.org/W2798432622","https://openalex.org/W2798990443","https://openalex.org/W2805655759","https://openalex.org/W2847118760","https://openalex.org/W2888611489","https://openalex.org/W2912500072","https://openalex.org/W2963427688","https://openalex.org/W2997591727","https://openalex.org/W4248672808","https://openalex.org/W6638536343","https://openalex.org/W7047381192"],"related_works":["https://openalex.org/W3010975807","https://openalex.org/W2027333138","https://openalex.org/W3185027765","https://openalex.org/W2096373083","https://openalex.org/W2105200106","https://openalex.org/W2151530263","https://openalex.org/W2104025928","https://openalex.org/W1574055964","https://openalex.org/W2295030662","https://openalex.org/W3009051979"],"abstract_inverted_index":{"Visualization":[0],"recommender":[1,166],"systems":[2],"aim":[3],"to":[4,8,18,34,72,84,111,152],"lower":[5],"the":[6,77,128,145],"barrier":[7],"exploring":[9],"basic":[10],"visualizations":[11],"by":[12,59],"automatically":[13],"generating":[14],"results":[15],"for":[16],"analysts":[17,60],"search":[19],"and":[20,48,70,116,130,142,160],"select,":[21],"rather":[22],"than":[23],"manually":[24],"specify.":[25],"Here,":[26],"we":[27,52,135],"demonstrate":[28],"a":[29,43,67,74,96,138],"novel":[30],"machine":[31],"learning-based":[32],"approach":[33],"visualization":[35,39,68,99,158,165],"recommendation":[36],"that":[37,144,162],"learns":[38],"design":[40,56,87,105],"choices":[41,57,88,106],"from":[42,95,120],"large":[44],"corpus":[45],"of":[46,122,132,147,163],"datasets":[47],"associated":[49],"visualizations.":[50],"First,":[51],"identify":[53],"five":[54],"key":[55],"made":[58],"while":[61],"creating":[62],"visualizations,":[63],"such":[64],"as":[65],"selecting":[66],"type":[69],"choosing":[71],"encode":[73],"column":[75],"along":[76],"X-":[78],"or":[79],"Y-axis.":[80],"We":[81,114],"train":[82],"models":[83],"predict":[85,103],"these":[86,104,123],"using":[89],"one":[90,121],"million":[91],"dataset-visualization":[92],"pairs":[93],"collected":[94],"popular":[97],"online":[98],"platform.":[100],"Neural":[101],"networks":[102],"with":[107,137],"high":[108],"accuracy":[109],"compared":[110],"baseline":[112,124],"models.":[113,125],"report":[115],"interpret":[117],"feature":[118],"importances":[119],"To":[126],"evaluate":[127],"generalizability":[129],"uncertainty":[131],"our":[133,148],"approach,":[134],"benchmark":[136],"crowdsourced":[139],"test":[140],"set,":[141],"show":[143],"performance":[146,154],"model":[149],"is":[150],"comparable":[151],"human":[153],"when":[155],"predicting":[156],"consensus":[157],"type,":[159],"exceeds":[161],"other":[164],"systems.":[167]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":25},{"year":2024,"cited_by_count":36},{"year":2023,"cited_by_count":36},{"year":2022,"cited_by_count":29},{"year":2021,"cited_by_count":43},{"year":2020,"cited_by_count":28},{"year":2019,"cited_by_count":9},{"year":2012,"cited_by_count":1}],"updated_date":"2026-06-13T07:54:00.901334","created_date":"2018-08-22T00:00:00"}
