{"id":"https://openalex.org/W3173220326","doi":"https://doi.org/10.1109/taffc.2021.3090809","title":"A Deep Multimodal Learning Approach to Perceive Basic Needs of Humans From Instagram Profile","display_name":"A Deep Multimodal Learning Approach to Perceive Basic Needs of Humans From Instagram Profile","publication_year":2021,"publication_date":"2021-06-22","ids":{"openalex":"https://openalex.org/W3173220326","doi":"https://doi.org/10.1109/taffc.2021.3090809","mag":"3173220326"},"language":"en","primary_location":{"id":"doi:10.1109/taffc.2021.3090809","is_oa":false,"landing_page_url":"https://doi.org/10.1109/taffc.2021.3090809","pdf_url":null,"source":{"id":"https://openalex.org/S104780363","display_name":"IEEE Transactions on Affective Computing","issn_l":"1949-3045","issn":["1949-3045","2371-9850"],"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 Affective Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://ir.cwi.nl/pub/31065/31065.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065991691","display_name":"Mohammad Mahdi Dehshibi","orcid":"https://orcid.org/0000-0001-8112-5419"},"institutions":[{"id":"https://openalex.org/I138847295","display_name":"Universitat Oberta de Catalunya","ror":"https://ror.org/01f5wp925","country_code":"ES","type":"education","lineage":["https://openalex.org/I138847295"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Mohammad Mahdi Dehshibi","raw_affiliation_strings":["Department of Computer Science, Universitat Oberta de Catalunya, Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0001-8112-5419","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Universitat Oberta de Catalunya, Barcelona, Spain","institution_ids":["https://openalex.org/I138847295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068617489","display_name":"Bita Baiani","orcid":null},"institutions":[{"id":"https://openalex.org/I155419210","display_name":"Islamic Azad University, Science and Research Branch","ror":"https://ror.org/03187yj51","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I155419210"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Bita Baiani","raw_affiliation_strings":["Department of Psychology, Islamic Azad University, Science and Research Branch, Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychology, Islamic Azad University, Science and Research Branch, Tehran, Iran","institution_ids":["https://openalex.org/I155419210"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045654612","display_name":"G\u00e9rard Pons","orcid":"https://orcid.org/0000-0001-7671-2547"},"institutions":[{"id":"https://openalex.org/I1341640284","display_name":"Centrum Wiskunde & Informatica","ror":"https://ror.org/00x7ekv49","country_code":"NL","type":"facility","lineage":["https://openalex.org/I1341640284","https://openalex.org/I2800991832","https://openalex.org/I4405262988"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Gerard Pons","raw_affiliation_strings":["Centrum Wiskunde & Informatica (CWI), Amsterdam, XG, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0001-7671-2547","affiliations":[{"raw_affiliation_string":"Centrum Wiskunde & Informatica (CWI), Amsterdam, XG, The Netherlands","institution_ids":["https://openalex.org/I1341640284"]}]},{"author_position":"last","author":{"id":null,"display_name":"David Masip","orcid":"https://orcid.org/0000-0001-7898-1847"},"institutions":[{"id":"https://openalex.org/I138847295","display_name":"Universitat Oberta de Catalunya","ror":"https://ror.org/01f5wp925","country_code":"ES","type":"education","lineage":["https://openalex.org/I138847295"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"David Masip","raw_affiliation_strings":["Department of Computer Science, Universitat Oberta de Catalunya, Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0001-7898-1847","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Universitat Oberta de Catalunya, Barcelona, Spain","institution_ids":["https://openalex.org/I138847295"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2045,"currency":"USD","value_usd":2045},"apc_paid":null,"fwci":0.9815,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.80484235,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":97},"biblio":{"volume":"14","issue":"2","first_page":"944","last_page":"956"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9962999820709229,"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":0.9962999820709229,"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/T12488","display_name":"Mental Health via Writing","score":0.9936000108718872,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10355","display_name":"Impact of Technology on Adolescents","score":0.9914000034332275,"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/computer-science","display_name":"Computer science","score":0.5192439556121826},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49641185998916626},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.36807823181152344}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5192439556121826},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49641185998916626},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.36807823181152344}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/taffc.2021.3090809","is_oa":false,"landing_page_url":"https://doi.org/10.1109/taffc.2021.3090809","pdf_url":null,"source":{"id":"https://openalex.org/S104780363","display_name":"IEEE Transactions on Affective Computing","issn_l":"1949-3045","issn":["1949-3045","2371-9850"],"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 Affective Computing","raw_type":"journal-article"},{"id":"pmh:cwi:oai:cwi.nl:31065","is_oa":true,"landing_page_url":"https://ir.cwi.nl/pub/31065","pdf_url":"https://ir.cwi.nl/pub/31065/31065.pdf","source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"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 Affective Computing","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:cwi:oai:cwi.nl:31065","is_oa":true,"landing_page_url":"https://ir.cwi.nl/pub/31065","pdf_url":"https://ir.cwi.nl/pub/31065/31065.pdf","source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"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 Affective Computing","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.4000000059604645}],"awards":[{"id":"https://openalex.org/G8181105605","display_name":null,"funder_award_id":"RTI2018","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"}],"funders":[{"id":"https://openalex.org/F4320309480","display_name":"Nvidia","ror":"https://ror.org/03jdj4y14"},{"id":"https://openalex.org/F4320315062","display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3173220326.pdf","grobid_xml":"https://content.openalex.org/works/W3173220326.grobid-xml"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W1511920456","https://openalex.org/W1543455044","https://openalex.org/W1614298861","https://openalex.org/W1732373005","https://openalex.org/W1861492603","https://openalex.org/W1967461346","https://openalex.org/W1990315056","https://openalex.org/W2040785364","https://openalex.org/W2067724039","https://openalex.org/W2073459066","https://openalex.org/W2073959008","https://openalex.org/W2088146045","https://openalex.org/W2097117768","https://openalex.org/W2101492730","https://openalex.org/W2157035150","https://openalex.org/W2160237435","https://openalex.org/W2162051395","https://openalex.org/W2163605009","https://openalex.org/W2201623248","https://openalex.org/W2295124130","https://openalex.org/W2416238013","https://openalex.org/W2493916176","https://openalex.org/W2513928994","https://openalex.org/W2523475341","https://openalex.org/W2533358335","https://openalex.org/W2605997098","https://openalex.org/W2620664631","https://openalex.org/W2732026016","https://openalex.org/W2760537051","https://openalex.org/W2761999006","https://openalex.org/W2771065627","https://openalex.org/W2782959635","https://openalex.org/W2788268593","https://openalex.org/W2887443024","https://openalex.org/W2888562489","https://openalex.org/W2912581524","https://openalex.org/W2917624343","https://openalex.org/W2927148761","https://openalex.org/W2946104016","https://openalex.org/W2953253174","https://openalex.org/W2963037989","https://openalex.org/W2980660693","https://openalex.org/W3017390764","https://openalex.org/W4251742697","https://openalex.org/W6636510571","https://openalex.org/W6639102338","https://openalex.org/W6668990524","https://openalex.org/W6675443064","https://openalex.org/W6684191040","https://openalex.org/W6726094890","https://openalex.org/W6762210837"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2350741829","https://openalex.org/W2530322880","https://openalex.org/W1596801655","https://openalex.org/W2359140296"],"abstract_inverted_index":{"Nowadays,":[0],"a":[1,104,129],"significant":[2],"part":[3],"of":[4,74,121],"our":[5,126],"time":[6],"is":[7],"spent":[8],"sharing":[9],"multimodal":[10,50],"data":[11,51],"on":[12,118,128],"social":[13,31],"media":[14,32],"sites":[15],"such":[16],"as":[17],"Instagram,":[18],"Facebook":[19],"and":[20,43,86,95,102,144,150,155],"Twitter.":[21],"The":[22,89],"particular":[23],"way":[24],"through":[25,110],"which":[26],"users":[27],"present":[28],"themselves":[29],"to":[30,48,56],"can":[33],"provide":[34],"useful":[35],"insights":[36],"into":[37],"their":[38],"behaviours,":[39],"personalities,":[40],"perspectives,":[41],"motives":[42],"needs.":[44],"This":[45],"article":[46],"proposes":[47],"use":[49],"collected":[52],"from":[53,79],"Instagram":[54,80],"accounts":[55],"predict":[57],"the":[58,72,75,93,111,119],"five":[59],"basic":[60],"prototypical":[61],"needs":[62,78],"described":[63],"in":[64],"Glasser's":[65],"choice":[66],"theory":[67],"(i.e.,Survival,Power,Freedom,Belonging,":[68],"andFun).":[69],"We":[70,124],"automate":[71],"identification":[73],"unconsciously":[76],"perceived":[77],"profiles":[81],"by":[82,134],"using":[83,99],"both":[84,122],"visual":[85,94,154],"textual":[87,96,156],"contents.":[88],"proposed":[90],"approach":[91],"aggregates":[92],"features":[97],"extracted":[98],"deep":[100],"learning":[101],"constructs":[103],"homogeneous":[105],"representation":[106],"for":[107],"each":[108],"profile":[109],"proposedBag-of-Content.":[112],"Finally,":[113],"we":[114],"perform":[115],"multi-label":[116],"classification":[117],"fusion":[120],"modalities.":[123],"validate":[125],"proposal":[127],"large":[130],"database,":[131],"consensually":[132],"annotated":[133],"two":[135],"expert":[136],"psychologists,":[137],"with":[138],"more":[139],"than":[140],"30,000":[141],"images,":[142],"captions":[143],"comments.":[145],"Experiments":[146],"show":[147],"promising":[148],"accuracy":[149],"complementary":[151],"information":[152],"between":[153],"cues.":[157]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-08-28T12:50:07.497085","created_date":"2025-10-10T00:00:00"}