{"id":"https://openalex.org/W4379619982","doi":"https://doi.org/10.1109/cictn57981.2023.10141044","title":"Comparative Analysis of Speech Emotion Recognition Models and Technique","display_name":"Comparative Analysis of Speech Emotion Recognition Models and Technique","publication_year":2023,"publication_date":"2023-04-20","ids":{"openalex":"https://openalex.org/W4379619982","doi":"https://doi.org/10.1109/cictn57981.2023.10141044"},"language":"en","primary_location":{"id":"doi:10.1109/cictn57981.2023.10141044","doi":"https://doi.org/10.1109/cictn57981.2023.10141044","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cictn57981.2023.10141044","pdf_url":null,"source":{"id":"https://openalex.org/S7407088055","display_name":"International Conference on Computational Intelligence, Communication Technology and Networking (CICTN)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Computational Intelligence, Communication Technology and Networking (CICTN)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pure.ulster.ac.uk/en/publications/a0219d1a-190c-403b-ae12-4d02a23386fd","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Aditi Agrawal","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210143260","display_name":"Indira Gandhi Delhi Technical University for Women","ror":"https://ror.org/057c5p638","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210143260"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Aditi Agrawal","raw_affiliation_strings":["IGDTUW,CSE,Delhi,India","CSE, IGDTUW, Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IGDTUW,CSE,Delhi,India","institution_ids":["https://openalex.org/I4210143260"]},{"raw_affiliation_string":"CSE, IGDTUW, Delhi, India","institution_ids":["https://openalex.org/I4210143260"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101210183","display_name":"Anagha Jain","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210143260","display_name":"Indira Gandhi Delhi Technical University for Women","ror":"https://ror.org/057c5p638","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210143260"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Anagha Jain","raw_affiliation_strings":["IGDTUW,CSE,Delhi,India","CSE, IGDTUW, Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IGDTUW,CSE,Delhi,India","institution_ids":["https://openalex.org/I4210143260"]},{"raw_affiliation_string":"CSE, IGDTUW, Delhi, India","institution_ids":["https://openalex.org/I4210143260"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Balpreet Kaur","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210143260","display_name":"Indira Gandhi Delhi Technical University for Women","ror":"https://ror.org/057c5p638","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210143260"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Balpreet Kaur","raw_affiliation_strings":["IGDTUW,CSE,Delhi,India","CSE, IGDTUW, Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IGDTUW,CSE,Delhi,India","institution_ids":["https://openalex.org/I4210143260"]},{"raw_affiliation_string":"CSE, IGDTUW, Delhi, India","institution_ids":["https://openalex.org/I4210143260"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092105116","display_name":"Saumya Jangid","orcid":"https://orcid.org/0009-0005-8204-5695","observed_orcids":["https://orcid.org/0009-0005-8204-5695"]},"institutions":[{"id":"https://openalex.org/I4210143260","display_name":"Indira Gandhi Delhi Technical University for Women","ror":"https://ror.org/057c5p638","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210143260"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Saumya Jangid","raw_affiliation_strings":["IGDTUW,CSE,Delhi,India","CSE, IGDTUW, Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IGDTUW,CSE,Delhi,India","institution_ids":["https://openalex.org/I4210143260"]},{"raw_affiliation_string":"CSE, IGDTUW, Delhi, India","institution_ids":["https://openalex.org/I4210143260"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047311818","display_name":"Karuna Kadian","orcid":"https://orcid.org/0009-0004-8929-5999","observed_orcids":["https://orcid.org/0009-0004-8929-5999"]},"institutions":[{"id":"https://openalex.org/I4210143260","display_name":"Indira Gandhi Delhi Technical University for Women","ror":"https://ror.org/057c5p638","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210143260"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Karuna Kadian","raw_affiliation_strings":["IGDTUW,CSE,Delhi,India","CSE, IGDTUW, Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IGDTUW,CSE,Delhi,India","institution_ids":["https://openalex.org/I4210143260"]},{"raw_affiliation_string":"CSE, IGDTUW, Delhi, India","institution_ids":["https://openalex.org/I4210143260"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013788879","display_name":"Vimal Kumar Dwivedi","orcid":"https://orcid.org/0000-0001-9177-8341","observed_orcids":["https://orcid.org/0000-0001-9177-8341","https://orcid.org/0009-0008-2370-5421"]},"institutions":[{"id":"https://openalex.org/I126231945","display_name":"Queen's University Belfast","ror":"https://ror.org/00hswnk62","country_code":"GB","type":"education","lineage":["https://openalex.org/I126231945"]},{"id":"https://openalex.org/I56085075","display_name":"University of Tartu","ror":"https://ror.org/03z77qz90","country_code":"EE","type":"education","lineage":["https://openalex.org/I56085075"]}],"countries":["EE","GB"],"is_corresponding":false,"raw_author_name":"Vimal Dwivedi","raw_affiliation_strings":["Queen\u2019s University Belfast,UK","Institute of Computer Science, University of Tartu, Tartu, Estonia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Queen\u2019s University Belfast,UK","institution_ids":["https://openalex.org/I126231945"]},{"raw_affiliation_string":"Institute of Computer Science, University of Tartu, Tartu, Estonia","institution_ids":["https://openalex.org/I56085075"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083617140","display_name":"Sunita Garhwal","orcid":"https://orcid.org/0000-0002-8959-3724","observed_orcids":["https://orcid.org/0000-0002-8959-3724"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sunita Garhwal","raw_affiliation_strings":["TIET,CSE,Patiala,India","CSE, TIET, Patiala, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TIET,CSE,Patiala,India","institution_ids":[]},{"raw_affiliation_string":"CSE, TIET, Patiala, India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4419,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.61338946,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"499","last_page":"505"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":1.0,"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/T10667","display_name":"Emotion and Mood Recognition","score":1.0,"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":0.0,"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/T10860","display_name":"Speech and Audio Processing","score":0.0,"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/speech-emotion-recognition","display_name":"speech emotion recognition","score":1.0},{"id":"https://openalex.org/keywords/emotion-classification","display_name":"emotion classification","score":0.5440000295639038},{"id":"https://openalex.org/keywords/ravdess-dataset","display_name":"RAVDESS dataset","score":0.8640000224113464},{"id":"https://openalex.org/keywords/classifier-comparison","display_name":"classifier comparison","score":0.7649999856948853},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.8700000047683716},{"id":"https://openalex.org/keywords/convolutional-neural-networks","display_name":"convolutional neural networks","score":0.949999988079071},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.7829999923706055},{"id":"https://openalex.org/keywords/xgboost","display_name":"XGBoost","score":0.9829999804496765},{"id":"https://openalex.org/keywords/human-computer-interaction","display_name":"human-computer interaction","score":0.8220000267028809}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7666612863540649},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.680637776851654},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.6804847717285156},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6400268077850342},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6048749089241028},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5979268550872803},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49210184812545776},{"id":"https://openalex.org/C206310091","wikidata":"https://www.wikidata.org/wiki/Q750859","display_name":"Emotion classification","level":2,"score":0.4600922465324402},{"id":"https://openalex.org/C2988148770","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion detection","level":3,"score":0.45562246441841125},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.42779284715652466},{"id":"https://openalex.org/C61328038","wikidata":"https://www.wikidata.org/wiki/Q3358061","display_name":"Speech processing","level":2,"score":0.4128255546092987}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/cictn57981.2023.10141044","doi":"https://doi.org/10.1109/cictn57981.2023.10141044","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cictn57981.2023.10141044","pdf_url":null,"source":{"id":"https://openalex.org/S7407088055","display_name":"International Conference on Computational Intelligence, Communication Technology and Networking (CICTN)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Computational Intelligence, Communication Technology and Networking (CICTN)","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.atira.dk:openaire/a0219d1a-190c-403b-ae12-4d02a23386fd","doi":null,"is_oa":true,"landing_page_url":"https://pure.ulster.ac.uk/en/publications/a0219d1a-190c-403b-ae12-4d02a23386fd","pdf_url":null,"source":{"id":"https://openalex.org/S4306402454","display_name":"Ulster University Research Portal (Ulster University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I138801177","host_organization_name":"University of Ulster","host_organization_lineage":["https://openalex.org/I138801177"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Agrawal, A, Jain, A, Kaur, B, Jangid, S, Kadian, K, Dwivedi, V & Garhwal, S 2023, Comparative Analysis of Speech Emotion Recognition Models and Technique. in 2023 International Conference on Computational Intelligence, Communication Technology and Networking, CICTN 2023. IEEE, pp. 499-505. https://doi.org/10.1109/CICTN57981.2023.10141044","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:pure.atira.dk:openaire/a0219d1a-190c-403b-ae12-4d02a23386fd","doi":null,"is_oa":true,"landing_page_url":"https://pure.ulster.ac.uk/en/publications/a0219d1a-190c-403b-ae12-4d02a23386fd","pdf_url":null,"source":{"id":"https://openalex.org/S4306402454","display_name":"Ulster University Research Portal (Ulster University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I138801177","host_organization_name":"University of Ulster","host_organization_lineage":["https://openalex.org/I138801177"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Agrawal, A, Jain, A, Kaur, B, Jangid, S, Kadian, K, Dwivedi, V & Garhwal, S 2023, Comparative Analysis of Speech Emotion Recognition Models and Technique. in 2023 International Conference on Computational Intelligence, Communication Technology and Networking, CICTN 2023. IEEE, pp. 499-505. https://doi.org/10.1109/CICTN57981.2023.10141044","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W998146211","https://openalex.org/W1963879329","https://openalex.org/W2061068689","https://openalex.org/W2122210511","https://openalex.org/W2191779130","https://openalex.org/W2766078833","https://openalex.org/W2791925433","https://openalex.org/W2793508109","https://openalex.org/W2803193013","https://openalex.org/W2914650326","https://openalex.org/W2952845057","https://openalex.org/W3008039831","https://openalex.org/W3016825568","https://openalex.org/W3089365109","https://openalex.org/W3121375749","https://openalex.org/W3126297201","https://openalex.org/W3209219832","https://openalex.org/W4213102919"],"related_works":["https://openalex.org/W4403493843","https://openalex.org/W4414638229","https://openalex.org/W4410236540","https://openalex.org/W7128697371","https://openalex.org/W4404032600","https://openalex.org/W4413980427","https://openalex.org/W4408651446","https://openalex.org/W4413156907","https://openalex.org/W7127983759","https://openalex.org/W4404762293"],"abstract_inverted_index":{"Speech":[0],"Emotion":[1],"Recognition":[2],"(SER)":[3],"refers":[4],"to":[5,15],"accurately":[6],"predicting":[7],"human":[8],"emotions":[9,17],"from":[10],"their":[11],"speech.":[12],"The":[13,56,98],"ability":[14],"predict":[16],"through":[18],"speech":[19,41,59,109],"signals":[20],"is":[21,62],"a":[22,33,79],"motivating":[23],"factor":[24],"in":[25,108],"achieving":[26],"Human-Computer":[27],"Interaction":[28],"(HCI).":[29],"This":[30,76],"paper":[31,77,99],"contains":[32],"comparative":[34,80],"study":[35,57,107],"of":[36,47,58,82,95],"the":[37,48,83,86,96,102],"existing":[38],"research":[39],"on":[40,64],"emotion":[42,60,110],"models.":[43,75],"It":[44],"makes":[45],"use":[46],"RAVDESS":[49],"and":[50,72,92],"SAVEE":[51],"dataset":[52],"containing":[53],"audio":[54],"input.":[55],"recognition":[61],"made":[63],"SVM,":[65],"CNN,":[66],"KNN,":[67],"MLP,":[68],"Decision":[69],"Tree,":[70],"XGBoost,":[71],"Random":[73],"Forest":[74],"presents":[78],"analysis":[81],"models":[84],"highlighting":[85],"accuracy,":[87],"F1":[88],"Score,":[89],"bar":[90],"plots,":[91],"loss":[93],"graphs":[94],"same.":[97],"also":[100],"highlights":[101],"significant":[103],"future":[104],"areas":[105],"for":[106],"recognition.":[111]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2023-06-08T00:00:00"}