{"id":"https://openalex.org/W2795986449","doi":"https://doi.org/10.21437/interspeech.2018-1625","title":"Transfer Learning for Improving Speech Emotion Classification Accuracy","display_name":"Transfer Learning for Improving Speech Emotion Classification Accuracy","publication_year":2018,"publication_date":"2018-08-28","ids":{"openalex":"https://openalex.org/W2795986449","doi":"https://doi.org/10.21437/interspeech.2018-1625","mag":"2795986449"},"language":"en","primary_location":{"id":"doi:10.21437/interspeech.2018-1625","is_oa":false,"landing_page_url":"https://doi.org/10.21437/interspeech.2018-1625","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interspeech 2018","raw_type":"proceedings-article"},"type":"conference-paper","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/A5047197696","display_name":"Siddique Latif","orcid":"https://orcid.org/0000-0001-5662-4777"},"institutions":[{"id":"https://openalex.org/I1323252656","display_name":"Information Technology University","ror":"https://ror.org/00ngv8j44","country_code":"PK","type":"education","lineage":["https://openalex.org/I1323252656"]},{"id":"https://openalex.org/I929597975","display_name":"National University of Sciences and Technology","ror":"https://ror.org/03w2j5y17","country_code":"PK","type":"education","lineage":["https://openalex.org/I929597975"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Siddique Latif","raw_affiliation_strings":["National University of Sciences and Technology (NUST), Pakistan","Information Technology University (ITU)-Punjab, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Sciences and Technology (NUST), Pakistan","institution_ids":["https://openalex.org/I929597975"]},{"raw_affiliation_string":"Information Technology University (ITU)-Punjab, Pakistan","institution_ids":["https://openalex.org/I1323252656"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080929578","display_name":"Rajib Rana","orcid":"https://orcid.org/0000-0002-0506-2409"},"institutions":[{"id":"https://openalex.org/I185523456","display_name":"University of Southern Queensland","ror":"https://ror.org/04sjbnx57","country_code":"AU","type":"education","lineage":["https://openalex.org/I185523456"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Rajib Rana","raw_affiliation_strings":["University of Southern Queensland, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Southern Queensland, Australia","institution_ids":["https://openalex.org/I185523456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005051127","display_name":"Muhammad Shahzad Younis","orcid":"https://orcid.org/0000-0002-2489-0234"},"institutions":[{"id":"https://openalex.org/I929597975","display_name":"National University of Sciences and Technology","ror":"https://ror.org/03w2j5y17","country_code":"PK","type":"education","lineage":["https://openalex.org/I929597975"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Shahzad Younis","raw_affiliation_strings":["National University of Sciences and Technology (NUST), Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Sciences and Technology (NUST), Pakistan","institution_ids":["https://openalex.org/I929597975"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037574053","display_name":"Junaid Qadir","orcid":"https://orcid.org/0000-0001-9466-2475"},"institutions":[{"id":"https://openalex.org/I1323252656","display_name":"Information Technology University","ror":"https://ror.org/00ngv8j44","country_code":"PK","type":"education","lineage":["https://openalex.org/I1323252656"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Junaid Qadir","raw_affiliation_strings":["Information Technology University (ITU)-Punjab, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Technology University (ITU)-Punjab, Pakistan","institution_ids":["https://openalex.org/I1323252656"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030922449","display_name":"Julien Epps","orcid":"https://orcid.org/0000-0001-6624-5551"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Julien Epps","raw_affiliation_strings":["The University of New South Wales, Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of New South Wales, Sydney, Australia","institution_ids":["https://openalex.org/I31746571"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":140,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"257","last_page":"261"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.993399977684021,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.993399977684021,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive 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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9790999889373779,"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/T10201","display_name":"Speech Recognition and Synthesis","score":0.9412999749183655,"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":0.818495512008667},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.7994524240493774},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6953048706054688},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.6133550405502319},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6107498407363892},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5914587378501892},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5234800577163696},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.49109435081481934},{"id":"https://openalex.org/keywords/speech-corpus","display_name":"Speech corpus","score":0.41020795702934265},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4096815586090088},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36822399497032166},{"id":"https://openalex.org/keywords/speech-synthesis","display_name":"Speech synthesis","score":0.18970105051994324}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.818495512008667},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.7994524240493774},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6953048706054688},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.6133550405502319},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6107498407363892},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5914587378501892},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5234800577163696},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.49109435081481934},{"id":"https://openalex.org/C91863865","wikidata":"https://www.wikidata.org/wiki/Q4349497","display_name":"Speech corpus","level":3,"score":0.41020795702934265},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4096815586090088},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36822399497032166},{"id":"https://openalex.org/C14999030","wikidata":"https://www.wikidata.org/wiki/Q16346","display_name":"Speech synthesis","level":2,"score":0.18970105051994324},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.21437/interspeech.2018-1625","is_oa":false,"landing_page_url":"https://doi.org/10.21437/interspeech.2018-1625","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interspeech 2018","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.6800000071525574,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W175750906","https://openalex.org/W589698015","https://openalex.org/W1501669607","https://openalex.org/W1530370346","https://openalex.org/W1974470404","https://openalex.org/W1986614398","https://openalex.org/W1994885532","https://openalex.org/W2047337856","https://openalex.org/W2050752817","https://openalex.org/W2064630666","https://openalex.org/W2072712810","https://openalex.org/W2078169166","https://openalex.org/W2097888244","https://openalex.org/W2100495367","https://openalex.org/W2116064496","https://openalex.org/W2125462608","https://openalex.org/W2136922672","https://openalex.org/W2138857742","https://openalex.org/W2146334809","https://openalex.org/W2165698076","https://openalex.org/W2168013545","https://openalex.org/W2239141610","https://openalex.org/W2322208196","https://openalex.org/W2343758848","https://openalex.org/W2344608732","https://openalex.org/W2405569690","https://openalex.org/W2520951703","https://openalex.org/W2638999229","https://openalex.org/W4297817736","https://openalex.org/W4300850115","https://openalex.org/W4394645810"],"related_works":["https://openalex.org/W2159052453","https://openalex.org/W3013693939","https://openalex.org/W2566616303","https://openalex.org/W3131327266","https://openalex.org/W4297051394","https://openalex.org/W2752972570","https://openalex.org/W2734887215","https://openalex.org/W2803255133","https://openalex.org/W2909431601","https://openalex.org/W4294770367"],"abstract_inverted_index":{"The":[0],"majority":[1],"of":[2,27,55,108,117],"existing":[3],"speech":[4,56],"emotion":[5,11,57,90],"recognition":[6,58],"research":[7],"focuses":[8],"on":[9,68,88],"automatic":[10],"detection":[12],"using":[13,104,113],"training":[14,111,122,136],"and":[15,38,65,97,112],"testing":[16],"data":[17,120],"from":[18],"same":[19,24],"corpus":[20,133],"collected":[21],"under":[22],"the":[23,42,53,118,132],"conditions.The":[25],"performance":[26,54],"such":[28],"systems":[29,59],"has":[30],"been":[31],"shown":[32],"to":[33,51,93],"drop":[34],"significantly":[35,124],"in":[36,63,72,121],"cross-corpus":[37,66,89],"cross-language":[39,64],"scenarios.To":[40],"address":[41],"problem,":[43],"this":[44],"paper":[45],"exploits":[46],"a":[47,94,105,114],"transfer":[48],"learning":[49],"technique":[50],"improve":[52],"that":[60,77,103],"is":[61],"novel":[62],"scenarios.Evaluations":[67],"five":[69],"different":[70,74],"corpora":[71],"three":[73],"languages":[75,109],"show":[76],"Deep":[78],"Belief":[79],"Networks":[80],"(DBNs)":[81],"offer":[82],"better":[83],"accuracy":[84,126],"than":[85],"previous":[86],"approaches":[87],"recognition,":[91],"relative":[92],"Sparse":[95],"Autoencoder":[96],"SVM":[98],"baseline":[99,129],"system.Results":[100],"also":[101,130],"suggest":[102],"large":[106],"number":[107],"for":[110,131],"small":[115],"fraction":[116],"target":[119],"can":[123],"boost":[125],"compared":[127],"with":[128,134],"limited":[135],"examples.":[137]},"counts_by_year":[{"year":2026,"cited_by_count":11},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":25},{"year":2022,"cited_by_count":22},{"year":2021,"cited_by_count":27},{"year":2020,"cited_by_count":23},{"year":2019,"cited_by_count":12},{"year":2018,"cited_by_count":3}],"updated_date":"2026-07-25T09:21:30.201066","created_date":"2025-10-10T00:00:00"}