{"id":"https://openalex.org/W2523776954","doi":"https://doi.org/10.1109/tmm.2016.2614220","title":"A Survey on Visual Analytics of Social Media Data","display_name":"A Survey on Visual Analytics of Social Media Data","publication_year":2016,"publication_date":"2016-09-27","ids":{"openalex":"https://openalex.org/W2523776954","doi":"https://doi.org/10.1109/tmm.2016.2614220","mag":"2523776954"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2016.2614220","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2016.2614220","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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 Multimedia","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://nbn-resolving.de/urn:nbn:de:bsz:352-2-1wuv7d0vqmtgc7","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5073986937","display_name":"Yingcai Wu","orcid":"https://orcid.org/0000-0002-1119-3237"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yingcai Wu","raw_affiliation_strings":["State Key Lab of CAD&CG, Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"State Key Lab of CAD&CG, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000474356","display_name":"Nan Cao","orcid":"https://orcid.org/0000-0003-1316-7515"},"institutions":[{"id":"https://openalex.org/I258800397","display_name":"New York University Shanghai","ror":"https://ror.org/02vpsdb40","country_code":"CN","type":"education","lineage":["https://openalex.org/I258800397","https://openalex.org/I57206974"]},{"id":"https://openalex.org/I57206974","display_name":"New York University","ror":"https://ror.org/0190ak572","country_code":"US","type":"education","lineage":["https://openalex.org/I57206974"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Nan Cao","raw_affiliation_strings":["New York University ShangHai, Pudong, China","New York University Tandon School of Engineering, New York, NY, USA"],"affiliations":[{"raw_affiliation_string":"New York University ShangHai, Pudong, China","institution_ids":["https://openalex.org/I258800397"]},{"raw_affiliation_string":"New York University Tandon School of Engineering, New York, NY, USA","institution_ids":["https://openalex.org/I57206974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077712580","display_name":"David Gotz","orcid":"https://orcid.org/0000-0002-6424-7374"},"institutions":[{"id":"https://openalex.org/I114027177","display_name":"University of North Carolina at Chapel Hill","ror":"https://ror.org/0130frc33","country_code":"US","type":"education","lineage":["https://openalex.org/I114027177"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David Gotz","raw_affiliation_strings":["University of North Carolina at Chapel Hill, Chapel Hill, NC, USA"],"affiliations":[{"raw_affiliation_string":"University of North Carolina at Chapel Hill, Chapel Hill, NC, USA","institution_ids":["https://openalex.org/I114027177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103379503","display_name":"Yap\u2010Peng Tan","orcid":"https://orcid.org/0000-0002-0645-9109"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yap-Peng Tan","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073919282","display_name":"Daniel A. Keim","orcid":"https://orcid.org/0000-0001-7966-9740"},"institutions":[{"id":"https://openalex.org/I189712700","display_name":"University of Konstanz","ror":"https://ror.org/0546hnb39","country_code":"DE","type":"education","lineage":["https://openalex.org/I189712700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel A. Keim","raw_affiliation_strings":["University of Konstanz, Konstanz, Germany"],"affiliations":[{"raw_affiliation_string":"University of Konstanz, Konstanz, Germany","institution_ids":["https://openalex.org/I189712700"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5073986937"],"corresponding_institution_ids":["https://openalex.org/I76130692"],"apc_list":null,"apc_paid":null,"fwci":9.292,"has_fulltext":true,"cited_by_count":125,"citation_normalized_percentile":{"value":0.98689043,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"18","issue":"11","first_page":"2135","last_page":"2148"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9998000264167786,"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":0.9998000264167786,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9890000224113464,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11165","display_name":"Image and Video Quality Assessment","score":0.9700000286102295,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.8107335567474365},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7810472846031189},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.7451383471488953},{"id":"https://openalex.org/keywords/cultural-analytics","display_name":"Cultural analytics","score":0.6849093437194824},{"id":"https://openalex.org/keywords/visual-analytics","display_name":"Visual analytics","score":0.6294790506362915},{"id":"https://openalex.org/keywords/social-media-analytics","display_name":"Social media analytics","score":0.6151246428489685},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5716554522514343},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.5108189582824707},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.49087220430374146},{"id":"https://openalex.org/keywords/open-research","display_name":"Open research","score":0.4691409468650818},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4561436176300049},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.4378195106983185},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.3673017621040344},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3515210449695587},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.1950029730796814},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.1721961796283722},{"id":"https://openalex.org/keywords/semantic-analytics","display_name":"Semantic analytics","score":0.16926288604736328}],"concepts":[{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.8107335567474365},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7810472846031189},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.7451383471488953},{"id":"https://openalex.org/C545860419","wikidata":"https://www.wikidata.org/wiki/Q5193251","display_name":"Cultural analytics","level":5,"score":0.6849093437194824},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.6294790506362915},{"id":"https://openalex.org/C2778729106","wikidata":"https://www.wikidata.org/wiki/Q1140126","display_name":"Social media analytics","level":3,"score":0.6151246428489685},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5716554522514343},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.5108189582824707},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.49087220430374146},{"id":"https://openalex.org/C2778464652","wikidata":"https://www.wikidata.org/wiki/Q309849","display_name":"Open research","level":2,"score":0.4691409468650818},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4561436176300049},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.4378195106983185},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.3673017621040344},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3515210449695587},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.1950029730796814},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.1721961796283722},{"id":"https://openalex.org/C148792806","wikidata":"https://www.wikidata.org/wiki/Q7449046","display_name":"Semantic analytics","level":4,"score":0.16926288604736328},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C130436687","wikidata":"https://www.wikidata.org/wiki/Q7978591","display_name":"Web modeling","level":3,"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":2,"locations":[{"id":"doi:10.1109/tmm.2016.2614220","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2016.2614220","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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 Multimedia","raw_type":"journal-article"},{"id":"pmh:oai:kops.uni-konstanz.de:123456789/37784","is_oa":true,"landing_page_url":"http://nbn-resolving.de/urn:nbn:de:bsz:352-2-1wuv7d0vqmtgc7","pdf_url":"http://nbn-resolving.de/urn:nbn:de:bsz:352-2-1wuv7d0vqmtgc7","source":{"id":"https://openalex.org/S4306401487","display_name":"KOPS (University of Konstanz)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I189712700","host_organization_name":"University of Konstanz","host_organization_lineage":["https://openalex.org/I189712700"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Multimedia. 2016, 18(11), pp. 2135-2148. ISSN 1520-9210. eISSN 1941-0077. Available under: doi: 10.1109/TMM.2016.2614220","raw_type":"doc-type:Text"}],"best_oa_location":{"id":"pmh:oai:kops.uni-konstanz.de:123456789/37784","is_oa":true,"landing_page_url":"http://nbn-resolving.de/urn:nbn:de:bsz:352-2-1wuv7d0vqmtgc7","pdf_url":"http://nbn-resolving.de/urn:nbn:de:bsz:352-2-1wuv7d0vqmtgc7","source":{"id":"https://openalex.org/S4306401487","display_name":"KOPS (University of Konstanz)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I189712700","host_organization_name":"University of Konstanz","host_organization_lineage":["https://openalex.org/I189712700"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Multimedia. 2016, 18(11), pp. 2135-2148. ISSN 1520-9210. eISSN 1941-0077. Available under: doi: 10.1109/TMM.2016.2614220","raw_type":"doc-type:Text"},"sustainable_development_goals":[{"score":0.4000000059604645,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G120147344","display_name":null,"funder_award_id":"61602306","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G37568934","display_name":null,"funder_award_id":"grant","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3874915449","display_name":null,"funder_award_id":"2015CB352503","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6239438173","display_name":null,"funder_award_id":"188170-170160502","funder_id":"https://openalex.org/F4320321106","funder_display_name":"Ministry of Education of the People's Republic of China"},{"id":"https://openalex.org/G6717609839","display_name":null,"funder_award_id":"61502416","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7608752429","display_name":null,"funder_award_id":"Talent","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8309253665","display_name":"QuBBD: Collaborative Research: Interactive Ensemble clustering for mixed data with application to mood disorders","funder_award_id":"1557593","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G848032724","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8868884639","display_name":null,"funder_award_id":"DMS-1557593","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320308943","display_name":"Microsoft Research","ror":"https://ror.org/00d0nc645"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321106","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934"},{"id":"https://openalex.org/F4320322927","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884"},{"id":"https://openalex.org/F4320333993","display_name":"Microsoft Research Asia","ror":"https://ror.org/0300m5276"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2523776954.pdf","grobid_xml":"https://content.openalex.org/works/W2523776954.grobid-xml"},"referenced_works_count":83,"referenced_works":["https://openalex.org/W111805448","https://openalex.org/W1424846356","https://openalex.org/W1528597731","https://openalex.org/W1546650522","https://openalex.org/W1557977305","https://openalex.org/W1594453896","https://openalex.org/W1607053109","https://openalex.org/W1791064990","https://openalex.org/W1897226256","https://openalex.org/W1897729025","https://openalex.org/W1899829068","https://openalex.org/W1901365844","https://openalex.org/W1964311319","https://openalex.org/W1971458834","https://openalex.org/W1972594216","https://openalex.org/W1979867375","https://openalex.org/W1982785963","https://openalex.org/W1992399362","https://openalex.org/W1995613787","https://openalex.org/W1997522225","https://openalex.org/W2001542951","https://openalex.org/W2004236981","https://openalex.org/W2009662901","https://openalex.org/W2009878817","https://openalex.org/W2013808584","https://openalex.org/W2014658588","https://openalex.org/W2015587001","https://openalex.org/W2021001446","https://openalex.org/W2034311407","https://openalex.org/W2046144880","https://openalex.org/W2052791563","https://openalex.org/W2059224076","https://openalex.org/W2061887386","https://openalex.org/W2068963126","https://openalex.org/W2089058086","https://openalex.org/W2093541376","https://openalex.org/W2094755907","https://openalex.org/W2097099231","https://openalex.org/W2099088566","https://openalex.org/W2109857088","https://openalex.org/W2111122424","https://openalex.org/W2111347866","https://openalex.org/W2114989451","https://openalex.org/W2115893922","https://openalex.org/W2119190392","https://openalex.org/W2122390506","https://openalex.org/W2125028968","https://openalex.org/W2125910575","https://openalex.org/W2128721751","https://openalex.org/W2129862723","https://openalex.org/W2131548207","https://openalex.org/W2135415614","https://openalex.org/W2136122757","https://openalex.org/W2136501900","https://openalex.org/W2145640629","https://openalex.org/W2148039379","https://openalex.org/W2148056538","https://openalex.org/W2152202842","https://openalex.org/W2152245018","https://openalex.org/W2154103336","https://openalex.org/W2166069449","https://openalex.org/W2167306162","https://openalex.org/W2212107515","https://openalex.org/W2225771498","https://openalex.org/W2277528685","https://openalex.org/W2294002049","https://openalex.org/W2294978630","https://openalex.org/W2300822134","https://openalex.org/W2347047954","https://openalex.org/W2408821365","https://openalex.org/W2542889218","https://openalex.org/W3103988793","https://openalex.org/W3105184045","https://openalex.org/W4234476263","https://openalex.org/W4240492454","https://openalex.org/W4302315070","https://openalex.org/W4377157077","https://openalex.org/W6632774415","https://openalex.org/W6638200565","https://openalex.org/W6679070811","https://openalex.org/W6681647753","https://openalex.org/W6728968924","https://openalex.org/W7073685484"],"related_works":["https://openalex.org/W1558485007","https://openalex.org/W2153940791","https://openalex.org/W2018276586","https://openalex.org/W2138646726","https://openalex.org/W4205375966","https://openalex.org/W2186165905","https://openalex.org/W3037164970","https://openalex.org/W1483071131","https://openalex.org/W3081898781","https://openalex.org/W3081541487"],"abstract_inverted_index":{"The":[0],"unprecedented":[1],"availability":[2],"of":[3,36,94,149],"social":[4,24,37,77,124],"media":[5,38,78,125],"data":[6,11,39],"offers":[7],"substantial":[8],"opportunities":[9],"for":[10,87,122,175],"owners,":[12],"system":[13],"operators,":[14],"solution":[15],"providers,":[16],"and":[17,22,34,75,100,117,138,163,172],"end":[18],"users":[19],"to":[20,71,89,112,144],"explore":[21,159],"understand":[23,72,97],"dynamics.":[25],"However,":[26],"the":[27,31,95,119,150,154,160,165],"exponential":[28],"growth":[29],"in":[30,59],"volume,":[32],"velocity,":[33],"variability":[35],"prevents":[40],"people":[41],"from":[42],"fully":[43],"utilizing":[44],"such":[45],"data.":[46,79,126],"Visual":[47],"analytics,":[48],"which":[49],"is":[50],"an":[51],"emerging":[52],"research":[53,98,151,166],"direction,":[54],"has":[55],"received":[56],"considerable":[57],"attention":[58],"recent":[60],"years.":[61],"Many":[62],"visual":[63],"analytics":[64],"methods":[65],"have":[66],"been":[67],"proposed":[68],"across":[69],"disciplines":[70],"large-scale":[73],"structured":[74],"unstructured":[76],"This":[80],"objective,":[81],"however,":[82],"also":[83],"poses":[84],"significant":[85],"challenges":[86,171],"researchers":[88],"obtain":[90],"a":[91,109,146],"comprehensive":[92,110],"picture":[93],"area,":[96],"challenges,":[99],"develop":[101],"new":[102],"techniques.":[103],"In":[104,127],"this":[105,114],"paper,":[106],"we":[107,129,169],"present":[108],"survey":[111],"characterize":[113],"fast-growing":[115],"area":[116,152],"summarize":[118],"state-of-the-art":[120],"techniques":[121,132],"analyzing":[123],"particular,":[128],"classify":[130],"existing":[131],"into":[133],"two":[134],"categories:":[135],"gathering":[136],"information":[137],"understanding":[139],"user":[140],"behaviors.":[141],"We":[142,157],"aim":[143],"provide":[145],"clear":[147],"overview":[148],"through":[153],"established":[155],"taxonomy.":[156],"then":[158],"design":[161],"space":[162],"identify":[164],"trends.":[167],"Finally,":[168],"discuss":[170],"open":[173],"questions":[174],"future":[176],"studies.":[177]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":17},{"year":2021,"cited_by_count":12},{"year":2020,"cited_by_count":19},{"year":2019,"cited_by_count":19},{"year":2018,"cited_by_count":24},{"year":2017,"cited_by_count":10},{"year":2016,"cited_by_count":2}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}
