{"id":"https://openalex.org/W2982537566","doi":"https://doi.org/10.1109/segah.2019.8882461","title":"Human Voice Emotion Identification Using Prosodic and Spectral Feature Extraction Based on Deep Neural Networks","display_name":"Human Voice Emotion Identification Using Prosodic and Spectral Feature Extraction Based on Deep Neural Networks","publication_year":2019,"publication_date":"2019-08-01","ids":{"openalex":"https://openalex.org/W2982537566","doi":"https://doi.org/10.1109/segah.2019.8882461","mag":"2982537566"},"language":"en","primary_location":{"id":"doi:10.1109/segah.2019.8882461","is_oa":false,"landing_page_url":"https://doi.org/10.1109/segah.2019.8882461","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 7th International Conference on Serious Games and Applications for Health (SeGAH)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://funes.uniandes.edu.co/21848/1/Estepa1995Concepciones.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067473620","display_name":"Agustinus Bimo Gumelar","orcid":"https://orcid.org/0000-0003-4977-4800"},"institutions":[{"id":"https://openalex.org/I4210154166","display_name":"Universitas Narotama","ror":"https://ror.org/051wzgj54","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210154166"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Agustinus Bimo Gumelar","raw_affiliation_strings":["Dept. of Electrical Engineering, Universitas Narotama, Surabaya, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Electrical Engineering, Universitas Narotama, Surabaya, Indonesia","institution_ids":["https://openalex.org/I4210154166"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Afid Kurniawan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210154166","display_name":"Universitas Narotama","ror":"https://ror.org/051wzgj54","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210154166"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Afid Kurniawan","raw_affiliation_strings":["Fakultas Ilmu Komputer, Universitas Narotama, Surabaya, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fakultas Ilmu Komputer, Universitas Narotama, Surabaya, Indonesia","institution_ids":["https://openalex.org/I4210154166"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054122289","display_name":"Adri Gabriel Sooai","orcid":"https://orcid.org/0000-0001-5653-0420"},"institutions":[{"id":"https://openalex.org/I4210127002","display_name":"Universitas Katolik Widya Mandira","ror":"https://ror.org/03r6aza38","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210127002"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Adri Gabriel Sooai","raw_affiliation_strings":["Dept. of Computer Science, Universitas Katolik Widya Mandira, Kupang, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, Universitas Katolik Widya Mandira, Kupang, Indonesia","institution_ids":["https://openalex.org/I4210127002"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012595591","display_name":"Mauridhi Hery Purnomo","orcid":"https://orcid.org/0000-0002-6221-7382"},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Sepuluh Nopember Institute of Technology","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Mauridhi Hery Purnomo","raw_affiliation_strings":["Dept. of Electrical Engineering, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Electrical Engineering, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia","institution_ids":["https://openalex.org/I166843116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036919699","display_name":"Eko Mulyanto Yuniarno","orcid":"https://orcid.org/0000-0003-1243-3025"},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Sepuluh Nopember Institute of Technology","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Eko Mulyanto Yuniarno","raw_affiliation_strings":["Dept. of Electrical Engineering, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Electrical Engineering, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia","institution_ids":["https://openalex.org/I166843116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025810885","display_name":"Indar Sugiarto","orcid":"https://orcid.org/0000-0002-2305-0102"},"institutions":[{"id":"https://openalex.org/I114202661","display_name":"Petra Christian University","ror":"https://ror.org/045e97x26","country_code":"ID","type":"education","lineage":["https://openalex.org/I114202661"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Indar Sugiarto","raw_affiliation_strings":["Dept. of Electrical Engineering, Petra Christian University, Surabaya, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Electrical Engineering, Petra Christian University, Surabaya, Indonesia","institution_ids":["https://openalex.org/I114202661"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008998940","display_name":"Agung Widodo","orcid":"https://orcid.org/0000-0001-9985-0352"},"institutions":[{"id":"https://openalex.org/I4210154166","display_name":"Universitas Narotama","ror":"https://ror.org/051wzgj54","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210154166"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Agung Widodo","raw_affiliation_strings":["Fakultas Ilmu Komputer, Universitas Narotama, Surabaya, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fakultas Ilmu Komputer, Universitas Narotama, Surabaya, Indonesia","institution_ids":["https://openalex.org/I4210154166"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015009861","display_name":"Andreas Agung Kristanto","orcid":"https://orcid.org/0000-0002-6445-543X"},"institutions":[{"id":"https://openalex.org/I47689905","display_name":"Mulawarman University","ror":"https://ror.org/02kwq2y85","country_code":"ID","type":"education","lineage":["https://openalex.org/I47689905"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Andreas Agung Kristanto","raw_affiliation_strings":["Dept. of Psychology, Universitas Mulawarman, Samarinda, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Psychology, Universitas Mulawarman, Samarinda, Indonesia","institution_ids":["https://openalex.org/I47689905"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027897953","display_name":"Tresna Maulana Fahrudin","orcid":"https://orcid.org/0000-0002-9895-2442"},"institutions":[{"id":"https://openalex.org/I4210154166","display_name":"Universitas Narotama","ror":"https://ror.org/051wzgj54","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210154166"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Tresna Maulana Fahrudin","raw_affiliation_strings":["Fakultas Ilmu Komputer, Universitas Narotama, Surabaya, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fakultas Ilmu Komputer, Universitas Narotama, Surabaya, Indonesia","institution_ids":["https://openalex.org/I4210154166"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.3965,"has_fulltext":true,"cited_by_count":38,"citation_normalized_percentile":{"value":0.96012231,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10860","display_name":"Speech and Audio Processing","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10667","display_name":"Emotion and Mood Recognition","score":0.9990000128746033,"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/T11309","display_name":"Music and Audio Processing","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.7448755502700806},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.6555912494659424},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.6435946822166443},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.6057707667350769},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.5946652889251709},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.58203125},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5603764653205872},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5590695142745972},{"id":"https://openalex.org/keywords/mel-frequency-cepstrum","display_name":"Mel-frequency cepstrum","score":0.532853901386261},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4532117545604706},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.43953120708465576},{"id":"https://openalex.org/keywords/human-voice","display_name":"Human voice","score":0.43513181805610657},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.42923474311828613},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.10924586653709412}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7448755502700806},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.6555912494659424},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.6435946822166443},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6057707667350769},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.5946652889251709},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.58203125},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5603764653205872},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5590695142745972},{"id":"https://openalex.org/C151989614","wikidata":"https://www.wikidata.org/wiki/Q440370","display_name":"Mel-frequency cepstrum","level":3,"score":0.532853901386261},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4532117545604706},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.43953120708465576},{"id":"https://openalex.org/C20766975","wikidata":"https://www.wikidata.org/wiki/Q7390","display_name":"Human voice","level":2,"score":0.43513181805610657},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.42923474311828613},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.10924586653709412},{"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/segah.2019.8882461","is_oa":false,"landing_page_url":"https://doi.org/10.1109/segah.2019.8882461","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 7th International Conference on Serious Games and Applications for Health (SeGAH)","raw_type":"proceedings-article"},{"id":"pmh:oai:generic.eprints.org:21848","is_oa":true,"landing_page_url":null,"pdf_url":"http://funes.uniandes.edu.co/21848/1/Estepa1995Concepciones.pdf","source":{"id":"https://openalex.org/S4306400250","display_name":"Scientific Repository (Petra Christian University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114202661","host_organization_name":"Petra Christian University","host_organization_lineage":["https://openalex.org/I114202661"],"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 or Workshop Item"}],"best_oa_location":{"id":"pmh:oai:generic.eprints.org:21848","is_oa":true,"landing_page_url":null,"pdf_url":"http://funes.uniandes.edu.co/21848/1/Estepa1995Concepciones.pdf","source":{"id":"https://openalex.org/S4306400250","display_name":"Scientific Repository (Petra Christian University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114202661","host_organization_name":"Petra Christian University","host_organization_lineage":["https://openalex.org/I114202661"],"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 or Workshop Item"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/5","score":0.5299999713897705,"display_name":"Gender equality"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2982537566.pdf","grobid_xml":"https://content.openalex.org/works/W2982537566.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W37464402","https://openalex.org/W1486848945","https://openalex.org/W1965069145","https://openalex.org/W1965580455","https://openalex.org/W2028558072","https://openalex.org/W2037552098","https://openalex.org/W2070847871","https://openalex.org/W2126552487","https://openalex.org/W2128838222","https://openalex.org/W2534377085","https://openalex.org/W2742430148","https://openalex.org/W2803193013","https://openalex.org/W2887348704","https://openalex.org/W2945599483","https://openalex.org/W2945661186","https://openalex.org/W3209382000","https://openalex.org/W6601560304","https://openalex.org/W6657292179","https://openalex.org/W6762601134"],"related_works":["https://openalex.org/W2349769824","https://openalex.org/W2914532148","https://openalex.org/W4317383455","https://openalex.org/W2548511587","https://openalex.org/W2422472940","https://openalex.org/W2019475500","https://openalex.org/W2548162870","https://openalex.org/W2972243767","https://openalex.org/W3119288895","https://openalex.org/W4312466906"],"abstract_inverted_index":{"It":[0,117],"is":[1,46],"well":[2],"known":[3],"that":[4,119],"human":[5,41,57,86],"voice":[6,58,87],"at":[7,155],"the":[8,26,40,79,82,120,127,133,152,159,163,167],"perceptual":[9],"level":[10,134],"consists":[11],"of":[12,34,85,107,123,135,165],"multimodality":[13],"information.":[14],"Therefore,":[15],"a":[16,50,140],"modality":[17],"can":[18],"be":[19,91],"shared":[20],"via":[21],"neural":[22],"emotion":[23],"network":[24],"through":[25],"independent":[27],"stimuli":[28],"processes.":[29],"The":[30,105],"expression":[31],"and":[32,53,64,95],"identification":[33,59,145],"emotions":[35,124],"are":[36],"significant":[37],"steps":[38],"for":[39,54,62],"communication":[42],"process.":[43],"This":[44],"process":[45,161],"biologically":[47],"adaptive":[48],"in":[49,126],"continuous":[51],"manner,":[52],"this":[55,73],"reason,":[56],"becomes":[60],"useful":[61],"classifying":[63],"identifying":[65],"an":[66,172],"effective":[67],"specific":[68],"characteristic":[69],"between":[70,81],"them.":[71],"In":[72],"paper,":[74],"we":[75],"propose":[76],"to":[77],"identify":[78],"difference":[80],"six":[83],"essentials":[84],"emotion.":[88],"They":[89],"will":[90],"generated":[92],"using":[93],"prosodic":[94],"spectral":[96],"features":[97],"extraction":[98],"by":[99,176],"utilizing":[100],"Deep":[101],"Neural":[102],"Networks":[103],"(DNNs).":[104],"result":[106,175],"our":[108],"experiment":[109],"has":[110,170],"obtained":[111,171],"accuracy":[112,136,154],"as":[113,115,137,139],"much":[114],"78.83%.":[116],"presupposed":[118],"higher":[121,141],"intensity":[122],"found":[125],"sound":[128],"sample":[129],"would":[130],"automatically":[131],"trigger":[132],"same":[138],"one.":[142],"Moreover,":[143],"gender":[144],"was":[146],"also":[147],"carried":[148],"out":[149],"along":[150],"with":[151,162],"approximate":[153],"90%.":[156],"Nevertheless,":[157],"from":[158],"learning":[160],"composition":[164],"80:20,":[166],"training-testing":[168],"data":[169],"exact":[173],"accurate":[174],"100%.":[177]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":10},{"year":2019,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}