{"id":"https://openalex.org/W2525668096","doi":"https://doi.org/10.1145/2964284.2964289","title":"Predicting Personalized Emotion Perceptions of Social Images","display_name":"Predicting Personalized Emotion Perceptions of Social Images","publication_year":2016,"publication_date":"2016-09-29","ids":{"openalex":"https://openalex.org/W2525668096","doi":"https://doi.org/10.1145/2964284.2964289","mag":"2525668096"},"language":"en","primary_location":{"id":"doi:10.1145/2964284.2964289","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2964284.2964289","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 24th ACM international conference on Multimedia","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5051149140","display_name":"Sicheng Zhao","orcid":"https://orcid.org/0000-0001-5843-6411"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Sicheng Zhao","raw_affiliation_strings":["Harbin Institute of Technology &amp; Tsinghua University, Harbin, China"],"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology &amp; Tsinghua University, Harbin, China","institution_ids":["https://openalex.org/I204983213","https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023274785","display_name":"Hongxun Yao","orcid":"https://orcid.org/0000-0003-3298-2574"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongxun Yao","raw_affiliation_strings":["Harbin Institute of Technology, Harbin, China"],"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100602494","display_name":"Yue Gao","orcid":"https://orcid.org/0000-0002-4971-590X"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Gao","raw_affiliation_strings":["Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016080094","display_name":"Rongrong Ji","orcid":"https://orcid.org/0000-0001-9163-2932"},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rongrong Ji","raw_affiliation_strings":["Xiamen University, Xiamen, China"],"affiliations":[{"raw_affiliation_string":"Xiamen University, Xiamen, China","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101588412","display_name":"Wenlong Xie","orcid":"https://orcid.org/0000-0001-8790-3007"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenlong Xie","raw_affiliation_strings":["Harbin Institute of Technology, Harbin, China"],"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101511539","display_name":"Xiaolei Jiang","orcid":"https://orcid.org/0000-0001-7995-8059"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaolei Jiang","raw_affiliation_strings":["Harbin Institute of Technology, Harbin, China"],"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089404640","display_name":"Tat\u2010Seng Chua","orcid":"https://orcid.org/0000-0001-6097-7807"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Tat-Seng Chua","raw_affiliation_strings":["National University of Singapore, Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5051149140"],"corresponding_institution_ids":["https://openalex.org/I204983213","https://openalex.org/I99065089"],"apc_list":null,"apc_paid":null,"fwci":22.7093,"has_fulltext":false,"cited_by_count":114,"citation_normalized_percentile":{"value":0.99429869,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1385","last_page":"1394"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9961000084877014,"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":0.9603999853134155,"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/computer-science","display_name":"Computer science","score":0.7358531951904297},{"id":"https://openalex.org/keywords/categorical-variable","display_name":"Categorical variable","score":0.6515538692474365},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.648261308670044},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6090850830078125},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.5878481268882751},{"id":"https://openalex.org/keywords/emotion-classification","display_name":"Emotion classification","score":0.5765608549118042},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5513668656349182},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5028542876243591},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4672565162181854},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.46227937936782837},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2620137631893158},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.19027724862098694}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7358531951904297},{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.6515538692474365},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.648261308670044},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6090850830078125},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.5878481268882751},{"id":"https://openalex.org/C206310091","wikidata":"https://www.wikidata.org/wiki/Q750859","display_name":"Emotion classification","level":2,"score":0.5765608549118042},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5513668656349182},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5028542876243591},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4672565162181854},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.46227937936782837},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2620137631893158},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.19027724862098694},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"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/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/2964284.2964289","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2964284.2964289","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 24th ACM international conference on Multimedia","raw_type":"proceedings-article"},{"id":"pmh:oai:scholarbank.nus.edu.sg:10635/167292","is_oa":false,"landing_page_url":"https://scholarbank.nus.edu.sg/handle/10635/167292","pdf_url":null,"source":{"id":"https://openalex.org/S7407052290","display_name":"National University of Singapore","issn_l":null,"issn":[],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference Paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G929381750","display_name":null,"funder_award_id":"61472103, 61402388, 61422210, 61373076","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320320709","display_name":"National Research Foundation Singapore","ror":"https://ror.org/03cpyc314"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W1505080550","https://openalex.org/W1557295348","https://openalex.org/W1590495275","https://openalex.org/W1950412479","https://openalex.org/W1971584796","https://openalex.org/W1980935641","https://openalex.org/W1989889610","https://openalex.org/W1992537918","https://openalex.org/W1994477474","https://openalex.org/W2003856922","https://openalex.org/W2004236981","https://openalex.org/W2015541839","https://openalex.org/W2023254499","https://openalex.org/W2023476501","https://openalex.org/W2023736093","https://openalex.org/W2037299678","https://openalex.org/W2042263411","https://openalex.org/W2046682605","https://openalex.org/W2056553798","https://openalex.org/W2063948594","https://openalex.org/W2068078373","https://openalex.org/W2070148066","https://openalex.org/W2074356411","https://openalex.org/W2075456404","https://openalex.org/W2075953807","https://openalex.org/W2078833921","https://openalex.org/W2078861472","https://openalex.org/W2081884374","https://openalex.org/W2082398333","https://openalex.org/W2085940040","https://openalex.org/W2086399953","https://openalex.org/W2095609079","https://openalex.org/W2097726431","https://openalex.org/W2102998034","https://openalex.org/W2110700950","https://openalex.org/W2112008792","https://openalex.org/W2112347119","https://openalex.org/W2114025269","https://openalex.org/W2116001771","https://openalex.org/W2118526556","https://openalex.org/W2124801089","https://openalex.org/W2137363687","https://openalex.org/W2153049579","https://openalex.org/W2156301828","https://openalex.org/W2170057991","https://openalex.org/W2172197449","https://openalex.org/W2253891449","https://openalex.org/W2286038798","https://openalex.org/W2295328086","https://openalex.org/W2397331935","https://openalex.org/W2475168403","https://openalex.org/W3175075114","https://openalex.org/W4205184193","https://openalex.org/W6645658139"],"related_works":["https://openalex.org/W4386799044","https://openalex.org/W2773208253","https://openalex.org/W2560646951","https://openalex.org/W4297454206","https://openalex.org/W65104662","https://openalex.org/W1871748041","https://openalex.org/W2362286668","https://openalex.org/W2133382151","https://openalex.org/W2153339597","https://openalex.org/W2025635341"],"abstract_inverted_index":{"Images":[0],"can":[1,160],"convey":[2],"rich":[3],"semantics":[4],"and":[5,51,93,110,137,146],"induce":[6],"various":[7],"emotions":[8,23,41],"to":[9,55,63,105,171],"viewers.":[10,28,57],"Most":[11],"existing":[12],"works":[13],"on":[14,19,134,152,165],"affective":[15],"image":[16,47,83,127],"analysis":[17],"focused":[18],"predicting":[20],"the":[21,25,40,65,157],"dominant":[22,31],"for":[24,71,116],"majority":[26],"of":[27,69,77],"However,":[29],"such":[30],"emotion":[32,67,84,128,139,167],"is":[33,103,114],"often":[34],"insufficient":[35],"in":[36],"real-world":[37],"applications,":[38],"as":[39,169],"that":[42,79,156],"are":[43,48,96],"induced":[44],"by":[45],"an":[46],"highly":[49],"subjective":[50],"different":[52,56],"with":[53,141],"respect":[54],"In":[58],"this":[59,153],"paper,":[60],"we":[61,121],"propose":[62],"predict":[64],"personalized":[66,82,166],"perceptions":[68],"images":[70,145],"each":[72],"individual":[73],"viewer.":[74],"Different":[75],"types":[76],"factors":[78,109],"may":[80],"affect":[81],"perceptions,":[85],"including":[86],"visual":[87],"content,":[88],"social":[89],"context,":[90],"temporal":[91],"evolution,":[92],"location":[94],"influence,":[95],"jointly":[97],"investigated.":[98],"Rolling":[99],"multi-task":[100],"hypergraph":[101],"learning":[102,112],"presented":[104],"consistently":[106],"combine":[107],"these":[108],"a":[111,124],"algorithm":[113],"designed":[115],"automatic":[117],"optimization.":[118],"For":[119],"evaluation,":[120],"set":[122],"up":[123],"large":[125],"scale":[126],"dataset":[129,154],"from":[130],"Flickr,":[131],"named":[132],"Image-Emotion-Social-Net,":[133],"both":[135],"dimensional":[136],"categorical":[138],"representations":[140],"over":[142],"1":[143],"million":[144],"about":[147],"8,000":[148],"users.":[149],"Experiments":[150],"conducted":[151],"demonstrate":[155],"proposed":[158],"method":[159],"achieve":[161],"significant":[162],"performance":[163],"gains":[164],"classification,":[168],"compared":[170],"several":[172],"state-of-the-art":[173],"approaches.":[174]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":15},{"year":2020,"cited_by_count":14},{"year":2019,"cited_by_count":12},{"year":2018,"cited_by_count":25},{"year":2017,"cited_by_count":13},{"year":2016,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
