{"id":"https://openalex.org/W4405490922","doi":"https://doi.org/10.1109/embc53108.2024.10782421","title":"EmoNet: Deep Learning-based Emotion Climate Recognition Using Peers\u2019 Conversational Speech, Affect Dynamics, and Physiological Data","display_name":"EmoNet: Deep Learning-based Emotion Climate Recognition Using Peers\u2019 Conversational Speech, Affect Dynamics, and Physiological Data","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4405490922","doi":"https://doi.org/10.1109/embc53108.2024.10782421","pmid":"https://pubmed.ncbi.nlm.nih.gov/40039214"},"language":"en","primary_location":{"id":"doi:10.1109/embc53108.2024.10782421","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10782421","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5028642160","display_name":"Ghada Alhussein","orcid":"https://orcid.org/0000-0001-6181-8306"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Ghada Alhussein","raw_affiliation_strings":["Khalifa University,Department of Biomedical Engineering and Biotechnology,Abu Dhabi,UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Khalifa University,Department of Biomedical Engineering and Biotechnology,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051437902","display_name":"Mohanad Alkhodari","orcid":"https://orcid.org/0000-0002-5248-6327"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohanad Alkhodari","raw_affiliation_strings":["Khalifa University,Department of Biomedical Engineering and Biotechnology,Abu Dhabi,UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Khalifa University,Department of Biomedical Engineering and Biotechnology,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032590229","display_name":"Shiza Saleem","orcid":"https://orcid.org/0000-0002-7207-5445"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Shiza Saleem","raw_affiliation_strings":["Khalifa University,Department of Biomedical Engineering and Biotechnology,Abu Dhabi,UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Khalifa University,Department of Biomedical Engineering and Biotechnology,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115513834","display_name":"Efstratia Roumeliotou","orcid":null},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Efstratia Roumeliotou","raw_affiliation_strings":["Khalifa University,Department of Biomedical Engineering and Biotechnology,Abu Dhabi,UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Khalifa University,Department of Biomedical Engineering and Biotechnology,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072772953","display_name":"Leontios J. Hadjileontiadis","orcid":"https://orcid.org/0000-0002-9932-9302"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Leontios J. Hadjileontiadis","raw_affiliation_strings":["Khalifa University,Department of Biomedical Engineering and Biotechnology,Abu Dhabi,UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Khalifa University,Department of Biomedical Engineering and Biotechnology,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I176601375"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5028642160"],"corresponding_institution_ids":["https://openalex.org/I176601375"],"apc_list":null,"apc_paid":null,"fwci":0.4513,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.71252948,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"2024","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.998199999332428,"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":0.998199999332428,"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/T13283","display_name":"Mental Health Research Topics","score":0.9926999807357788,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.925599992275238,"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/affect","display_name":"Affect (linguistics)","score":0.7801296710968018},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6903173327445984},{"id":"https://openalex.org/keywords/dynamics","display_name":"Dynamics (music)","score":0.6299444437026978},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"Emotion recognition","score":0.5131514668464661},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5080642700195312},{"id":"https://openalex.org/keywords/affective-computing","display_name":"Affective computing","score":0.42298102378845215},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.4150718152523041},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.29638612270355225},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2716038227081299},{"id":"https://openalex.org/keywords/communication","display_name":"Communication","score":0.1472633183002472}],"concepts":[{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.7801296710968018},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6903173327445984},{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.6299444437026978},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.5131514668464661},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5080642700195312},{"id":"https://openalex.org/C6438553","wikidata":"https://www.wikidata.org/wiki/Q1185804","display_name":"Affective computing","level":2,"score":0.42298102378845215},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.4150718152523041},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.29638612270355225},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2716038227081299},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.1472633183002472},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D005712","descriptor_name":"Galvanic Skin Response","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005712","descriptor_name":"Galvanic Skin Response","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010379","descriptor_name":"Peer Group","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010379","descriptor_name":"Peer Group","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010379","descriptor_name":"Peer Group","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013060","descriptor_name":"Speech","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013060","descriptor_name":"Speech","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013060","descriptor_name":"Speech","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc53108.2024.10782421","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10782421","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:40039214","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40039214","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.8700000047683716}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2525246137","https://openalex.org/W2740550900","https://openalex.org/W2891359673","https://openalex.org/W2902635246","https://openalex.org/W2997250046","https://openalex.org/W3021080764","https://openalex.org/W3103291722","https://openalex.org/W3120709499","https://openalex.org/W3183891373","https://openalex.org/W3193112289","https://openalex.org/W4239168171","https://openalex.org/W4292974409","https://openalex.org/W4387970489","https://openalex.org/W4399072483","https://openalex.org/W6850904105"],"related_works":["https://openalex.org/W3080495370","https://openalex.org/W3126677997","https://openalex.org/W1610857240","https://openalex.org/W2753175802","https://openalex.org/W2809214204","https://openalex.org/W4285597148","https://openalex.org/W2341941284","https://openalex.org/W2901531394","https://openalex.org/W1559262936","https://openalex.org/W2134707158"],"abstract_inverted_index":{"Understanding":[0],"the":[1,19],"emotional":[2,21],"dynamics":[3,62],"within":[4],"social":[5],"interactions":[6],"is":[7],"crucial":[8],"for":[9,102],"meaningful":[10],"interpretation.":[11],"Despite":[12],"progress":[13],"in":[14,83,108,113],"emotion":[15,39,75,106],"recognition":[16],"systems,":[17],"recognizing":[18],"collective":[20],"climate":[22],"among":[23],"peers":[24],"has":[25],"been":[26],"understudied.":[27],"Addressing":[28],"this":[29],"gap,":[30],"we":[31],"propose":[32],"EmoNet,":[33],"an":[34],"AI":[35],"model":[36],"transcending":[37],"traditional":[38],"identification.":[40],"EmoNet":[41,81,97],"employs":[42],"Mel-frequency":[43],"cepstral":[44],"coefficients":[45],"and":[46,63,85,90,104,115],"a":[47,71,99],"Temporal":[48],"Convolutional":[49],"Network":[50],"to":[51],"extract":[52],"deep":[53],"features":[54],"from":[55],"speech":[56],"signals.":[57],"It":[58],"uniquely":[59],"integrates":[60],"affect":[61],"physiological":[64],"inputs":[65],"(heart":[66],"rate,":[67],"electrodermal":[68],"activity),":[69],"providing":[70],"holistic":[72],"view":[73],"of":[74],"climates.":[76],"Tested":[77],"on":[78],"K-EmoCon":[79],"dataset,":[80],"excels":[82],"arousal":[84],"valence":[86],"classification,":[87],"achieving":[88],"87.82%":[89],"83.79%":[91],"accuracy,":[92],"respectively.":[93],"These":[94],"results":[95],"position":[96],"as":[98],"valuable":[100],"tool":[101],"understanding":[103],"influencing":[105],"climates":[107],"real-world":[109],"conversations,":[110],"with":[111],"applications":[112],"healthcare":[114],"human-computer":[116],"interactions.":[117]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-23T08:51:43.019350","created_date":"2025-10-10T00:00:00"}