{"id":"https://openalex.org/W2936784134","doi":"https://doi.org/10.3233/jifs-179019","title":"Choosing the right loss function for multi-label Emotion Classification","display_name":"Choosing the right loss function for multi-label Emotion Classification","publication_year":2019,"publication_date":"2019-04-15","ids":{"openalex":"https://openalex.org/W2936784134","doi":"https://doi.org/10.3233/jifs-179019","mag":"2936784134"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-179019","is_oa":true,"landing_page_url":"https://doi.org/10.3233/jifs-179019","pdf_url":"https://content.iospress.com:443/download/journal-of-intelligent-and-fuzzy-systems/ifs179019?id=journal-of-intelligent-and-fuzzy-systems%2Fifs179019","source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://content.iospress.com:443/download/journal-of-intelligent-and-fuzzy-systems/ifs179019?id=journal-of-intelligent-and-fuzzy-systems%2Fifs179019","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022565589","display_name":"Llu\u00eds-F. Hurtado","orcid":"https://orcid.org/0000-0002-1877-0455"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Llu\u00eds-F. Hurtado","raw_affiliation_strings":["Departament de Sistemes Inform\u00e0tics i Computaci\u00f3 Universitat Polit\u00e8cnica de Val\u00e8ncia Cam\u00ed de Vera sn, Val\u00e8ncia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departament de Sistemes Inform\u00e0tics i Computaci\u00f3 Universitat Polit\u00e8cnica de Val\u00e8ncia Cam\u00ed de Vera sn, Val\u00e8ncia, Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jos\u00e9-\u00c1ngel Gonz\u00e1lez","orcid":null},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jos\u00e9-\u00c1ngel Gonz\u00e1lez","raw_affiliation_strings":["Departament de Sistemes Inform\u00e0tics i Computaci\u00f3 Universitat Polit\u00e8cnica de Val\u00e8ncia Cam\u00ed de Vera sn, Val\u00e8ncia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departament de Sistemes Inform\u00e0tics i Computaci\u00f3 Universitat Polit\u00e8cnica de Val\u00e8ncia Cam\u00ed de Vera sn, Val\u00e8ncia, Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013989240","display_name":"Ferran Pl\u00e0","orcid":"https://orcid.org/0000-0003-4822-8808"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ferran Pla","raw_affiliation_strings":["Departament de Sistemes Inform\u00e0tics i Computaci\u00f3 Universitat Polit\u00e8cnica de Val\u00e8ncia Cam\u00ed de Vera sn, Val\u00e8ncia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departament de Sistemes Inform\u00e0tics i Computaci\u00f3 Universitat Polit\u00e8cnica de Val\u00e8ncia Cam\u00ed de Vera sn, Val\u00e8ncia, Spain","institution_ids":["https://openalex.org/I60053951"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5022565589"],"corresponding_institution_ids":["https://openalex.org/I60053951"],"apc_list":null,"apc_paid":null,"fwci":0.4353,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.70792504,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"36","issue":"5","first_page":"4697","last_page":"4708"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9998999834060669,"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":0.9998999834060669,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9983000159263611,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9944000244140625,"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/computer-science","display_name":"Computer science","score":0.8407078981399536},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6719006299972534},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6312458515167236},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.584079384803772},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5806014537811279},{"id":"https://openalex.org/keywords/semeval","display_name":"SemEval","score":0.5419654846191406},{"id":"https://openalex.org/keywords/macro","display_name":"Macro","score":0.5048921704292297},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.495886892080307},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.43010154366493225},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.42370322346687317},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.42034977674484253},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4045726954936981},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3204374313354492}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8407078981399536},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6719006299972534},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6312458515167236},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.584079384803772},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5806014537811279},{"id":"https://openalex.org/C44572571","wikidata":"https://www.wikidata.org/wiki/Q7448970","display_name":"SemEval","level":3,"score":0.5419654846191406},{"id":"https://openalex.org/C166955791","wikidata":"https://www.wikidata.org/wiki/Q629579","display_name":"Macro","level":2,"score":0.5048921704292297},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.495886892080307},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.43010154366493225},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.42370322346687317},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.42034977674484253},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4045726954936981},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3204374313354492},{"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},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","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/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3233/jifs-179019","is_oa":true,"landing_page_url":"https://doi.org/10.3233/jifs-179019","pdf_url":"https://content.iospress.com:443/download/journal-of-intelligent-and-fuzzy-systems/ifs179019?id=journal-of-intelligent-and-fuzzy-systems%2Fifs179019","source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","raw_type":"journal-article"},{"id":"pmh:oai:riunet.upv.es:10251/139663","is_oa":true,"landing_page_url":"http://hdl.handle.net/10251/139663","pdf_url":null,"source":{"id":"https://openalex.org/S4306400639","display_name":"RiuNet (Universitat Polit\u00e8cnica de Val\u00e8ncia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60053951","host_organization_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","host_organization_lineage":["https://openalex.org/I60053951"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.3233/jifs-179019","is_oa":true,"landing_page_url":"https://doi.org/10.3233/jifs-179019","pdf_url":"https://content.iospress.com:443/download/journal-of-intelligent-and-fuzzy-systems/ifs179019?id=journal-of-intelligent-and-fuzzy-systems%2Fifs179019","source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.7699999809265137}],"awards":[{"id":"https://openalex.org/G677526950","display_name":null,"funder_award_id":"PAID-01-17","funder_id":"https://openalex.org/F4320334905","funder_display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia"}],"funders":[{"id":"https://openalex.org/F4320334905","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2936784134.pdf","grobid_xml":"https://content.openalex.org/works/W2936784134.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W193524605","https://openalex.org/W802468761","https://openalex.org/W1567017503","https://openalex.org/W1577724162","https://openalex.org/W1665214252","https://openalex.org/W1836465849","https://openalex.org/W1901600440","https://openalex.org/W2014902591","https://openalex.org/W2022204871","https://openalex.org/W2040467972","https://openalex.org/W2091210302","https://openalex.org/W2118020653","https://openalex.org/W2142112646","https://openalex.org/W2152089394","https://openalex.org/W2153579005","https://openalex.org/W2157216624","https://openalex.org/W2160660844","https://openalex.org/W2252278997","https://openalex.org/W2281492572","https://openalex.org/W2347127863","https://openalex.org/W2460159515","https://openalex.org/W2525877692","https://openalex.org/W2594265094","https://openalex.org/W2805744755","https://openalex.org/W2916132663","https://openalex.org/W2949117887","https://openalex.org/W2950133940","https://openalex.org/W2950577311","https://openalex.org/W2963083845","https://openalex.org/W2963223838","https://openalex.org/W3024647098"],"related_works":["https://openalex.org/W2030816003","https://openalex.org/W1988325893","https://openalex.org/W3029012650","https://openalex.org/W2776212826","https://openalex.org/W3214323197","https://openalex.org/W2805679416","https://openalex.org/W2805889480","https://openalex.org/W4298177095","https://openalex.org/W2798693377","https://openalex.org/W4385570771"],"abstract_inverted_index":{"Natural":[0],"Language":[1],"Processing":[2],"problems":[3,17],"has":[4],"recently":[5],"been":[6],"benefited":[7],"for":[8,147],"the":[9,27,37,42,57,64,67,71,84,103,124,138,148,151],"advances":[10],"in":[11,41,56,60,102,117],"Deep":[12],"Learning.":[13],"Many":[14],"of":[15,66,83],"these":[16],"can":[18,96],"be":[19,97],"addressed":[20],"as":[21,99],"a":[22,50,132],"multi-label":[23],"classification":[24,32],"problem.":[25],"Usually,":[26],"metrics":[28,55],"used":[29,40,98],"to":[30,52,62,70,76,108],"evaluate":[31],"models":[33],"are":[34,74],"different":[35],"from":[36],"loss":[38,100,140],"functions":[39,101,141],"learning":[43,58],"process.":[44],"In":[45,106],"this":[46],"paper,":[47],"we":[48,73,79,113,142],"present":[49],"strategy":[51],"incorporate":[53],"evaluation":[54],"process":[59],"order":[61,107],"increase":[63],"performance":[65],"classifier":[68],"according":[69],"measure":[72],"interested":[75],"favor.":[77],"Concretely,":[78],"propose":[80],"soft":[81],"versions":[82],"Accuracy,":[85],"micro-":[86],"F":[87,92],"1":[88,93],",":[89],"and":[90,150],"macro-":[91],"measures":[94],"that":[95],"back-propagation":[104],"algorithm.":[105],"experimentally":[109],"validate":[110],"our":[111,115],"approach,":[112],"tested":[114],"system":[116],"an":[118],"Emotion":[119],"Classification":[120],"task":[121],"proposed":[122,139],"at":[123],"International":[125],"Workshop":[126],"on":[127],"Semantic":[128],"Evaluation,":[129],"SemEval-2018.":[130],"Using":[131],"Convolutional":[133],"Neural":[134],"Network":[135],"trained":[136],"with":[137],"obtained":[143],"significant":[144],"improvements":[145],"both":[146],"English":[149],"Spanish":[152],"corpora.":[153]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
