{"id":"https://openalex.org/W2110700950","doi":"https://doi.org/10.1145/1873951.1874060","title":"Analyzing and predicting sentiment of images on the social web","display_name":"Analyzing and predicting sentiment of images on the social web","publication_year":2010,"publication_date":"2010-10-25","ids":{"openalex":"https://openalex.org/W2110700950","doi":"https://doi.org/10.1145/1873951.1874060","mag":"2110700950"},"language":"en","primary_location":{"id":"doi:10.1145/1873951.1874060","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1873951.1874060","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 18th 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/A5053520164","display_name":"Stefan Siersdorfer","orcid":null},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stefan Siersdorfer","raw_affiliation_strings":["Universit\u00e4t Hannover, Hannover, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e4t Hannover, Hannover, Germany","institution_ids":["https://openalex.org/I114112103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056708509","display_name":"Enrico Minack","orcid":null},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Enrico Minack","raw_affiliation_strings":["Universit\u00e4t Hannover, Hannover, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e4t Hannover, Hannover, Germany","institution_ids":["https://openalex.org/I114112103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101926925","display_name":"Fan Deng","orcid":null},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Fan Deng","raw_affiliation_strings":["Universit\u00e4t Hannover, Hannover, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e4t Hannover, Hannover, Germany","institution_ids":["https://openalex.org/I114112103"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067505586","display_name":"Jonathon Hare","orcid":"https://orcid.org/0000-0003-2921-4283"},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jonathon Hare","raw_affiliation_strings":["University of Southampton, Southampton, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Southampton, Southampton, United Kingdom","institution_ids":["https://openalex.org/I43439940"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.552,"has_fulltext":false,"cited_by_count":225,"citation_normalized_percentile":{"value":0.93522019,"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":"715","last_page":"718"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.996399998664856,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.996399998664856,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9951000213623047,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9861000180244446,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/metadata","display_name":"Metadata","score":0.8192620277404785},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8043421506881714},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.7420761585235596},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.6351472735404968},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.5465495586395264},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5290833115577698},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4928155243396759},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.48669296503067017},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.45026424527168274},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.43528982996940613},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.41432273387908936},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3576052188873291},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.20057359337806702}],"concepts":[{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.8192620277404785},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8043421506881714},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.7420761585235596},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.6351472735404968},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5465495586395264},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5290833115577698},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4928155243396759},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.48669296503067017},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.45026424527168274},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.43528982996940613},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.41432273387908936},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3576052188873291},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.20057359337806702},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1145/1873951.1874060","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1873951.1874060","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 18th ACM international conference on Multimedia","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.soton.ac.uk:271670","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401019","display_name":"ePrints Soton (University of Southampton)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I43439940","host_organization_name":"University of Southampton","host_organization_lineage":["https://openalex.org/I43439940"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Conference or Workshop Item"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.961.2138","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.961.2138","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://eprints.soton.ac.uk/271670/1/p715.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.962.6600","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.962.6600","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://www.researchgate.net/profile/Stefan_Siersdorfer/publication/47641425_Analyzing_and_Predicting_Sentiment_of_Images_on_the_Social_Web/links/0f31752d596742f6b5000000.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.976.5418","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.976.5418","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://www.researchgate.net/profile/Stefan_Siersdorfer/publication/47641425_Analyzing_and_Predicting_Sentiment_of_Images_on_the_Social_Web/links/0f31752d596742f6b5000000.pdf?origin%3Dpublication_detail","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7900000214576721,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W38739846","https://openalex.org/W1574862351","https://openalex.org/W1972653749","https://openalex.org/W1979730211","https://openalex.org/W2023254499","https://openalex.org/W2030470432","https://openalex.org/W2107838985","https://openalex.org/W2113615606","https://openalex.org/W2128017662","https://openalex.org/W2131846894","https://openalex.org/W2151103935","https://openalex.org/W2435251607"],"related_works":["https://openalex.org/W2965546495","https://openalex.org/W2058118494","https://openalex.org/W2392768766","https://openalex.org/W4389116644","https://openalex.org/W2153315159","https://openalex.org/W3103844505","https://openalex.org/W2382021449","https://openalex.org/W259157601","https://openalex.org/W2095118173","https://openalex.org/W4205463238"],"abstract_inverted_index":{"In":[0],"this":[1,26],"paper":[2],"we":[3,28],"study":[4,86],"the":[5,19,30,37,46,79,111],"connection":[6],"between":[7,101],"sentiment":[8,55,80,102,114],"of":[9,40,45,81,90,113],"images":[10,96],"expressed":[11],"in":[12,18,115],"metadata":[13],"and":[14,42,72,103,106],"their":[15,54],"visual":[16,104],"content":[17],"social":[20],"photo":[21],"sharing":[22],"environment":[23],"Flickr.":[24],"To":[25],"end,":[27],"consider":[29],"bag-of-visual":[31],"words":[32],"representation":[33],"as":[34,36],"well":[35],"color":[38],"distribution":[39],"images,":[41],"make":[43],"use":[44],"SentiWordNet":[47],"thesaurus":[48],"to":[49,77],"extract":[50],"numerical":[51],"values":[52],"for":[53],"from":[56],"accompanying":[57],"textual":[58],"metadata.":[59],"We":[60],"then":[61],"perform":[62],"a":[63,88,93,98],"discriminative":[64],"feature":[65],"analysis":[66],"based":[67],"on":[68,87],"information":[69],"theoretic":[70],"methods,":[71],"apply":[73],"machine":[74],"learning":[75],"techniques":[76],"predict":[78],"images.":[82,116],"Our":[83],"large-scale":[84],"empirical":[85],"set":[89],"over":[91],"half":[92],"million":[94],"Flickr":[95],"shows":[97],"considerable":[99],"correlation":[100],"features,":[105],"promising":[107],"results":[108],"towards":[109],"estimating":[110],"polarity":[112]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":16},{"year":2022,"cited_by_count":22},{"year":2021,"cited_by_count":18},{"year":2020,"cited_by_count":19},{"year":2019,"cited_by_count":27},{"year":2018,"cited_by_count":15},{"year":2017,"cited_by_count":22},{"year":2016,"cited_by_count":22},{"year":2015,"cited_by_count":18},{"year":2014,"cited_by_count":7},{"year":2013,"cited_by_count":9},{"year":2012,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}