{"id":"https://openalex.org/W4382632347","doi":"https://doi.org/10.3233/shti230418","title":"Deep Learning Framework for Categorical Emotional States Assessment Using Electrodermal Activity Signals","display_name":"Deep Learning Framework for Categorical Emotional States Assessment Using Electrodermal Activity Signals","publication_year":2023,"publication_date":"2023-06-29","ids":{"openalex":"https://openalex.org/W4382632347","doi":"https://doi.org/10.3233/shti230418","pmid":"https://pubmed.ncbi.nlm.nih.gov/37386952"},"language":"en","primary_location":{"id":"doi:10.3233/shti230418","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti230418","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230418","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"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":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230418","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083563088","display_name":"Praveen Kumar Govarthan","orcid":null},"institutions":[{"id":"https://openalex.org/I56404289","display_name":"Indian Institute of Technology BHU","ror":"https://ror.org/01kh5gc44","country_code":"IN","type":"education","lineage":["https://openalex.org/I56404289","https://openalex.org/I91357014"]},{"id":"https://openalex.org/I91357014","display_name":"Banaras Hindu University","ror":"https://ror.org/04cdn2797","country_code":"IN","type":"education","lineage":["https://openalex.org/I91357014"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Praveen Kumar Govarthan","raw_affiliation_strings":["School of Biomedical Engineering, Indian Institute of Technology (BHU), Varanasi, Uttar Pradesh, India"],"raw_orcid":"https://orcid.org/0000-0002-6982-7327","affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Indian Institute of Technology (BHU), Varanasi, Uttar Pradesh, India","institution_ids":["https://openalex.org/I56404289","https://openalex.org/I91357014"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032881607","display_name":"Sriram Kumar P","orcid":null},"institutions":[{"id":"https://openalex.org/I56404289","display_name":"Indian Institute of Technology BHU","ror":"https://ror.org/01kh5gc44","country_code":"IN","type":"education","lineage":["https://openalex.org/I56404289","https://openalex.org/I91357014"]},{"id":"https://openalex.org/I91357014","display_name":"Banaras Hindu University","ror":"https://ror.org/04cdn2797","country_code":"IN","type":"education","lineage":["https://openalex.org/I91357014"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sriram Kumar P","raw_affiliation_strings":["School of Biomedical Engineering, Indian Institute of Technology (BHU), Varanasi, Uttar Pradesh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Indian Institute of Technology (BHU), Varanasi, Uttar Pradesh, India","institution_ids":["https://openalex.org/I56404289","https://openalex.org/I91357014"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058599157","display_name":"Nagarajan Ganapathy","orcid":"https://orcid.org/0000-0002-3743-5388"},"institutions":[{"id":"https://openalex.org/I56404289","display_name":"Indian Institute of Technology BHU","ror":"https://ror.org/01kh5gc44","country_code":"IN","type":"education","lineage":["https://openalex.org/I56404289","https://openalex.org/I91357014"]},{"id":"https://openalex.org/I65181880","display_name":"Indian Institute of Technology Hyderabad","ror":"https://ror.org/01j4v3x97","country_code":"IN","type":"education","lineage":["https://openalex.org/I65181880"]},{"id":"https://openalex.org/I91357014","display_name":"Banaras Hindu University","ror":"https://ror.org/04cdn2797","country_code":"IN","type":"education","lineage":["https://openalex.org/I91357014"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Nagarajan Ganapathy","raw_affiliation_strings":["Department of Biomedical Engineering, Indian Institute of Technology Hyderabad, Telangana, India","School of Biomedical Engineering, Indian Institute of Technology (BHU), Varanasi,Uttar Pradesh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Indian Institute of Technology Hyderabad, Telangana, India","institution_ids":["https://openalex.org/I65181880"]},{"raw_affiliation_string":"School of Biomedical Engineering, Indian Institute of Technology (BHU), Varanasi,Uttar Pradesh, India","institution_ids":["https://openalex.org/I56404289","https://openalex.org/I91357014"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075091286","display_name":"Jac Fredo Agastinose Ronickom","orcid":"https://orcid.org/0000-0001-5759-6632"},"institutions":[{"id":"https://openalex.org/I56404289","display_name":"Indian Institute of Technology BHU","ror":"https://ror.org/01kh5gc44","country_code":"IN","type":"education","lineage":["https://openalex.org/I56404289","https://openalex.org/I91357014"]},{"id":"https://openalex.org/I91357014","display_name":"Banaras Hindu University","ror":"https://ror.org/04cdn2797","country_code":"IN","type":"education","lineage":["https://openalex.org/I91357014"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Jac Fredo Agastinose Ronickom","raw_affiliation_strings":["School of Biomedical Engineering, Indian Institute of Technology (BHU), Varanasi, Uttar Pradesh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Indian Institute of Technology (BHU), Varanasi, Uttar Pradesh, India","institution_ids":["https://openalex.org/I56404289","https://openalex.org/I91357014"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":7.9584,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.97852029,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"305","issue":null,"first_page":"40","last_page":"43"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9884999990463257,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9884999990463257,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9848999977111816,"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/T10784","display_name":"Muscle activation and electromyography studies","score":0.9577999711036682,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/spectrogram","display_name":"Spectrogram","score":0.8213533163070679},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.7048293948173523},{"id":"https://openalex.org/keywords/categorical-variable","display_name":"Categorical variable","score":0.6915876865386963},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6002947688102722},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5995345711708069},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5912713408470154},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.575890839099884},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5517331957817078},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4562041759490967},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2698279321193695},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.22353875637054443},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.1485222578048706}],"concepts":[{"id":"https://openalex.org/C45273575","wikidata":"https://www.wikidata.org/wiki/Q578970","display_name":"Spectrogram","level":2,"score":0.8213533163070679},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.7048293948173523},{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.6915876865386963},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6002947688102722},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5995345711708069},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5912713408470154},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.575890839099884},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5517331957817078},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4562041759490967},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2698279321193695},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.22353875637054443},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.1485222578048706},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"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":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005239","descriptor_name":"Fear","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005239","descriptor_name":"Fear","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005239","descriptor_name":"Fear","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":"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}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti230418","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti230418","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230418","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"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":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:37386952","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37386952","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":"Studies in health technology and informatics","raw_type":null}],"best_oa_location":{"id":"doi:10.3233/shti230418","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti230418","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230418","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"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":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.7200000286102295,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4382632347.pdf"},"referenced_works_count":9,"referenced_works":["https://openalex.org/W1239497932","https://openalex.org/W2240536489","https://openalex.org/W2559983530","https://openalex.org/W2979903110","https://openalex.org/W3046236234","https://openalex.org/W3133520287","https://openalex.org/W3212662968","https://openalex.org/W4200084300","https://openalex.org/W4364380379"],"related_works":["https://openalex.org/W2894869510","https://openalex.org/W2973062255","https://openalex.org/W4308231854","https://openalex.org/W4385415357","https://openalex.org/W2936488316","https://openalex.org/W3091785813","https://openalex.org/W2767651786","https://openalex.org/W2912288872","https://openalex.org/W564581980","https://openalex.org/W2907228390"],"abstract_inverted_index":{"In":[0],"this":[1],"study,":[2],"we":[3],"attempted":[4],"to":[5,53,59,66,70,92],"classify":[6],"categorical":[7],"emotional":[8,110,142],"states":[9,111,143],"using":[10,42],"Electrodermal":[11],"Activity":[12],"(EDA)":[13],"signals":[14,24],"and":[15,37,76,85,121,129,146],"a":[16,113],"configurable":[17],"Convolutional":[18],"Neural":[19],"Network":[20],"(cCNN).":[21],"The":[22,46,99],"EDA":[23,50],"from":[25],"the":[26,43,67,73,94,97,103,108,133],"publicly":[27],"available,":[28],"Continuously":[29],"Annotated":[30],"Signals":[31],"of":[32,49,96,124],"Emotion":[33],"dataset":[34],"were":[35,64],"down-sampled":[36],"decomposed":[38],"into":[39],"phasic":[40,47],"components":[41],"cvxEDA":[44],"algorithm.":[45],"component":[48],"was":[51,90],"subjected":[52],"Short-Time":[54],"Fourier":[55],"Transform-based":[56],"time-frequency":[57],"representation":[58],"obtain":[60],"spectrograms.":[61],"These":[62],"spectrograms":[63],"input":[65],"proposed":[68,104,134],"cCNN":[69],"automatically":[71],"learn":[72],"prominent":[74],"features":[75],"discriminate":[77,107],"varied":[78],"emotions":[79],"such":[80],"as":[81],"amusing,":[82],"boring,":[83],"relaxing,":[84],"scary.":[86],"Nested":[87],"k-Fold":[88],"cross-validation":[89],"used":[91],"evaluate":[93],"robustness":[95],"model.":[98],"results":[100],"indicated":[101],"that":[102],"pipeline":[105,135],"could":[106,136],"considered":[109],"with":[112],"high":[114],"average":[115],"classification":[116],"accuracy,":[117],"recall,":[118],"specificity,":[119],"precision,":[120],"F-measure":[122],"scores":[123],"80.20%,":[125],"60.41%,":[126],"86.8%,":[127],"60.05%,":[128],"58.61%,":[130],"respectively.":[131],"Thus,":[132],"be":[137],"valuable":[138],"in":[139,144],"examining":[140],"diverse":[141],"normal":[145],"clinical":[147],"conditions.":[148]},"counts_by_year":[{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
