{"id":"https://openalex.org/W1896226795","doi":"https://doi.org/10.1109/tvcg.2015.2467091","title":"Reactive Vega: A Streaming Dataflow Architecture for Declarative Interactive Visualization","display_name":"Reactive Vega: A Streaming Dataflow Architecture for Declarative Interactive Visualization","publication_year":2015,"publication_date":"2015-08-13","ids":{"openalex":"https://openalex.org/W1896226795","doi":"https://doi.org/10.1109/tvcg.2015.2467091","mag":"1896226795","pmid":"https://pubmed.ncbi.nlm.nih.gov/26390466"},"language":"en","primary_location":{"id":"doi:10.1109/tvcg.2015.2467091","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2015.2467091","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077783676","display_name":"Arvind Satyanarayan","orcid":"https://orcid.org/0000-0001-5564-635X"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Arvind Satyanarayan","raw_affiliation_strings":["Stanford University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Stanford University","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049959252","display_name":"Ryan P. Russell","orcid":"https://orcid.org/0000-0001-7672-0408"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ryan Russell","raw_affiliation_strings":["University of Washington"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Washington","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036469216","display_name":"Jane Hoffswell","orcid":"https://orcid.org/0000-0002-9871-4575"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jane Hoffswell","raw_affiliation_strings":["University of Washington"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Washington","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090570042","display_name":"Jeffrey Heer","orcid":"https://orcid.org/0000-0002-6175-1655"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeffrey Heer","raw_affiliation_strings":["University of Washington"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Washington","institution_ids":["https://openalex.org/I201448701"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":9.1735,"has_fulltext":false,"cited_by_count":285,"citation_normalized_percentile":{"value":0.98582398,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"22","issue":"1","first_page":"659","last_page":"668"},"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/T10742","display_name":"Peer-to-Peer Network Technologies","score":0.9745000004768372,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10481","display_name":"Computer Graphics and Visualization Techniques","score":0.972599983215332,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8709791898727417},{"id":"https://openalex.org/keywords/dataflow","display_name":"Dataflow","score":0.8675622940063477},{"id":"https://openalex.org/keywords/vega","display_name":"Vega","score":0.5570822954177856},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.4864330291748047},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4746059775352478},{"id":"https://openalex.org/keywords/dataflow-architecture","display_name":"Dataflow architecture","score":0.46846482157707214},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.40683066844940186},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3385702967643738},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3147315979003906},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.17703089118003845}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8709791898727417},{"id":"https://openalex.org/C96324660","wikidata":"https://www.wikidata.org/wiki/Q205446","display_name":"Dataflow","level":2,"score":0.8675622940063477},{"id":"https://openalex.org/C2778538500","wikidata":"https://www.wikidata.org/wiki/Q3427","display_name":"Vega","level":2,"score":0.5570822954177856},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.4864330291748047},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4746059775352478},{"id":"https://openalex.org/C176727019","wikidata":"https://www.wikidata.org/wiki/Q1172415","display_name":"Dataflow architecture","level":3,"score":0.46846482157707214},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.40683066844940186},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3385702967643738},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3147315979003906},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.17703089118003845},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tvcg.2015.2467091","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvcg.2015.2467091","pdf_url":null,"source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},{"id":"pmid:26390466","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26390466","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on visualization and computer graphics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320323641","display_name":"Vedeck\u00e1 Grantov\u00e1 Agent\u00fara M\u0160VVa\u0160 SR a SAV","ror":"https://ror.org/044gwpv05"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W95578667","https://openalex.org/W1492246439","https://openalex.org/W1500975741","https://openalex.org/W1553589896","https://openalex.org/W1587026990","https://openalex.org/W1591017069","https://openalex.org/W1831560769","https://openalex.org/W1961845056","https://openalex.org/W1965189624","https://openalex.org/W1984964495","https://openalex.org/W2004791319","https://openalex.org/W2010801412","https://openalex.org/W2041311157","https://openalex.org/W2065488074","https://openalex.org/W2068779004","https://openalex.org/W2079201812","https://openalex.org/W2080605277","https://openalex.org/W2081315591","https://openalex.org/W2098113358","https://openalex.org/W2098417174","https://openalex.org/W2113112607","https://openalex.org/W2115503987","https://openalex.org/W2120180271","https://openalex.org/W2129815685","https://openalex.org/W2135415614","https://openalex.org/W2149576945","https://openalex.org/W2158711339","https://openalex.org/W2160382748","https://openalex.org/W2161133721","https://openalex.org/W2161768947","https://openalex.org/W2171267342","https://openalex.org/W2172175635","https://openalex.org/W2203361072","https://openalex.org/W2611840193","https://openalex.org/W3142947634","https://openalex.org/W3149652069","https://openalex.org/W4230096730","https://openalex.org/W4244115047","https://openalex.org/W6641171739","https://openalex.org/W6641378720","https://openalex.org/W6677231548"],"related_works":["https://openalex.org/W2564598376","https://openalex.org/W1484403103","https://openalex.org/W2584408851","https://openalex.org/W2115158825","https://openalex.org/W2101960124","https://openalex.org/W2783505431","https://openalex.org/W2521947294","https://openalex.org/W2070353846","https://openalex.org/W4236419692","https://openalex.org/W2017802743"],"abstract_inverted_index":{"We":[0,87],"present":[1],"Reactive":[2,30,68,96],"Vega,":[3,97],"a":[4,26,33,84],"system":[5],"architecture":[6],"that":[7,59,105],"provides":[8],"the":[9,100,114],"first":[10],"robust":[11],"and":[12,18,43,91,98,113],"comprehensive":[13],"treatment":[14],"of":[15,102],"declarative":[16,28],"visual":[17],"interaction":[19,44],"design":[20],"for":[21],"data":[22,52],"visualization.":[23],"Starting":[24],"from":[25],"single":[27],"specification,":[29],"Vega":[31,117],"constructs":[32],"dataflow":[34,70],"graph":[35,41,71],"in":[36,83],"which":[37],"input":[38],"data,":[39,67],"scene":[40],"elements,":[42],"events":[45],"are":[46],"all":[47],"treated":[48],"as":[49],"first-class":[50],"streaming":[51],"sources.":[53],"To":[54],"support":[55],"expressive":[56],"interactive":[57,108],"visualizations":[58],"may":[60],"involve":[61],"time-varying":[62],"scalar,":[63],"relational,":[64],"or":[65,80],"hierarchical":[66],"Vega's":[69],"can":[72],"dynamically":[73],"re-write":[74],"itself":[75],"at":[76],"runtime":[77],"by":[78],"extending":[79],"pruning":[81],"branches":[82],"data-driven":[85],"fashion.":[86],"discuss":[88],"both":[89,111],"compile-":[90],"run-time":[92],"optimizations":[93],"applied":[94],"within":[95],"share":[99],"results":[101],"benchmark":[103],"studies":[104],"indicate":[106],"superior":[107],"performance":[109],"to":[110],"D3":[112],"original,":[115],"non-reactive":[116],"system.":[118]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":23},{"year":2024,"cited_by_count":20},{"year":2023,"cited_by_count":32},{"year":2022,"cited_by_count":37},{"year":2021,"cited_by_count":42},{"year":2020,"cited_by_count":47},{"year":2019,"cited_by_count":31},{"year":2018,"cited_by_count":25},{"year":2017,"cited_by_count":13},{"year":2016,"cited_by_count":11}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}