{"id":"https://openalex.org/W4416817343","doi":"https://doi.org/10.1142/s0129065726500036","title":"Enhanced Informer Network for Stress Recognition and Classification via Spatial and Channel Attention Mechanisms","display_name":"Enhanced Informer Network for Stress Recognition and Classification via Spatial and Channel Attention Mechanisms","publication_year":2025,"publication_date":"2025-11-29","ids":{"openalex":"https://openalex.org/W4416817343","doi":"https://doi.org/10.1142/s0129065726500036","pmid":"https://pubmed.ncbi.nlm.nih.gov/41467573"},"language":"en","primary_location":{"id":"doi:10.1142/s0129065726500036","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065726500036","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-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/A5107557271","display_name":"Rui Guo","orcid":"https://orcid.org/0009-0007-1791-2072"},"institutions":[{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Rui Guo","raw_affiliation_strings":["Azman Hashim International Business School, Universiti Teknologi Malaysia, Skudai Johor 81300, Malaysia"],"raw_orcid":"https://orcid.org/0009-0007-1791-2072","affiliations":[{"raw_affiliation_string":"Azman Hashim International Business School, Universiti Teknologi Malaysia, Skudai Johor 81300, Malaysia","institution_ids":["https://openalex.org/I4576418"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117104502","display_name":"Beni Widarman Yus Kelana","orcid":null},"institutions":[{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Beni Widarman Yus Kelana","raw_affiliation_strings":["Azman Hashim International Business School, Universiti Teknologi Malaysia, Skudai Johor 81300, Malaysia"],"raw_orcid":"https://orcid.org/0000-0001-7140-7447","affiliations":[{"raw_affiliation_string":"Azman Hashim International Business School, Universiti Teknologi Malaysia, Skudai Johor 81300, Malaysia","institution_ids":["https://openalex.org/I4576418"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Eman Safar Almetere","orcid":"https://orcid.org/0009-0000-2109-4622"},"institutions":[{"id":"https://openalex.org/I179331831","display_name":"Taif University","ror":"https://ror.org/014g1a453","country_code":"SA","type":"education","lineage":["https://openalex.org/I179331831"]},{"id":"https://openalex.org/I4210165529","display_name":"University of Business and Technology","ror":"https://ror.org/05tcr1n44","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210165529"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Eman Safar Almetere","raw_affiliation_strings":["Department of Management Information System, College of Business Administration, Taif University, P.O. Box 11099, Taif 21944, Saudi Arabia"],"raw_orcid":"https://orcid.org/0009-0000-2109-4622","affiliations":[{"raw_affiliation_string":"Department of Management Information System, College of Business Administration, Taif University, P.O. Box 11099, Taif 21944, Saudi Arabia","institution_ids":["https://openalex.org/I179331831","https://openalex.org/I4210165529"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014684415","display_name":"Jian Lian","orcid":"https://orcid.org/0000-0003-0305-8454"},"institutions":[{"id":"https://openalex.org/I4210097214","display_name":"Shandong Management University","ror":"https://ror.org/00vzprm14","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210097214"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Lian","raw_affiliation_strings":["School of Intelligence Engineering, Shandong Management University, Jinan 250357, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0000-0003-0305-8454","affiliations":[{"raw_affiliation_string":"School of Intelligence Engineering, Shandong Management University, Jinan 250357, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I4210097214"]}]},{"author_position":"last","author":{"id":null,"display_name":"Long Yang","orcid":"https://orcid.org/0009-0002-3671-4091"},"institutions":[{"id":"https://openalex.org/I12411659","display_name":"Tianjin University of Traditional Chinese Medicine","ror":"https://ror.org/05dfcz246","country_code":"CN","type":"education","lineage":["https://openalex.org/I12411659"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Long Yang","raw_affiliation_strings":["Research Center for Infectious Diseases, Tianjin University of Traditional Chinese Medicine, Tianjin 301617, P.\u00a0R.\u00a0China","School of Integrative Medicine, Tianjin University of Traditional Chinese Medicine, Tianjin 301617, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0002-3671-4091","affiliations":[{"raw_affiliation_string":"Research Center for Infectious Diseases, Tianjin University of Traditional Chinese Medicine, Tianjin 301617, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I12411659"]},{"raw_affiliation_string":"School of Integrative Medicine, Tianjin University of Traditional Chinese Medicine, Tianjin 301617, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I12411659"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.34651579,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"36","issue":"04","first_page":"2650003","last_page":"2650003"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.7821000218391418,"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":0.7821000218391418,"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/T11373","display_name":"Sleep and Work-Related Fatigue","score":0.07010000199079514,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.01600000075995922,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.6513000130653381},{"id":"https://openalex.org/keywords/stress","display_name":"Stress (linguistics)","score":0.49399998784065247},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4778999984264374},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.42989999055862427},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.4083999991416931},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.38510000705718994}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8065000176429749},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.6513000130653381},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.538100004196167},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.49399998784065247},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4778999984264374},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43130001425743103},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.42989999055862427},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.4083999991416931},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.38510000705718994},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.3725000023841858},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3490000069141388},{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.3343999981880188},{"id":"https://openalex.org/C2993807640","wikidata":"https://www.wikidata.org/wiki/Q103709453","display_name":"Attention network","level":2,"score":0.31690001487731934},{"id":"https://openalex.org/C2989146674","wikidata":"https://www.wikidata.org/wiki/Q4818236","display_name":"Selective attention","level":3,"score":0.2924000024795532}],"mesh":[{"descriptor_ui":"D000073397","descriptor_name":"Occupational Stress","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":true},{"descriptor_ui":"D000073397","descriptor_name":"Occupational Stress","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013315","descriptor_name":"Stress, Psychological","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":true},{"descriptor_ui":"D013315","descriptor_name":"Stress, Psychological","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D013315","descriptor_name":"Stress, Psychological","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1142/s0129065726500036","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065726500036","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},{"id":"pmid:41467573","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41467573","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":"International journal of neural systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W2002055708","https://openalex.org/W2008056655","https://openalex.org/W2064675550","https://openalex.org/W2070960409","https://openalex.org/W2088994872","https://openalex.org/W2121868507","https://openalex.org/W2144961120","https://openalex.org/W2150708814","https://openalex.org/W2155660257","https://openalex.org/W2171127896","https://openalex.org/W2736832651","https://openalex.org/W2884585870","https://openalex.org/W2894771803","https://openalex.org/W2904966308","https://openalex.org/W2921440296","https://openalex.org/W2965199238","https://openalex.org/W2966126335","https://openalex.org/W2992989584","https://openalex.org/W3016847450","https://openalex.org/W3036152154","https://openalex.org/W3082062168","https://openalex.org/W3084074548","https://openalex.org/W3103298250","https://openalex.org/W3106553357","https://openalex.org/W3118794207","https://openalex.org/W3157307328","https://openalex.org/W3177318507","https://openalex.org/W4205515185","https://openalex.org/W4243150065","https://openalex.org/W4250627083","https://openalex.org/W4286579687","https://openalex.org/W4311133761","https://openalex.org/W4320734166","https://openalex.org/W4322625607","https://openalex.org/W4363609290","https://openalex.org/W4379058548","https://openalex.org/W4385728838","https://openalex.org/W4387757709","https://openalex.org/W4388572012","https://openalex.org/W4391147370","https://openalex.org/W4391647100","https://openalex.org/W4392852805","https://openalex.org/W4393088609","https://openalex.org/W4393534823","https://openalex.org/W4395686162","https://openalex.org/W4395686192","https://openalex.org/W4400779794","https://openalex.org/W4401479711","https://openalex.org/W4402626732","https://openalex.org/W4402673625","https://openalex.org/W4407527960","https://openalex.org/W4408245732"],"related_works":[],"abstract_inverted_index":{"With":[0,78],"the":[1,6,46,53,83,97,100,103,116,140,151,166,178],"increase":[2],"in":[3,11,123,184],"work-related":[4],"stress,":[5,171],"issue":[7],"of":[8,74,99,125,142,169,180,188],"psychological":[9,170],"pressure":[10],"occupational":[12],"environments":[13],"has":[14,119],"gained":[15],"increasing":[16],"attention.":[17],"This":[18],"paper":[19],"proposes":[20],"an":[21,161],"enhanced":[22],"Informer":[23,47],"stress":[24,92,131],"recognition":[25],"and":[26,40,128,146],"classification":[27],"method":[28,118],"based":[29],"on":[30,105],"deep":[31,181],"learning,":[32],"which":[33],"guarantees":[34],"performance":[35,98],"by":[36],"integrating":[37],"tailored":[38],"spatial":[39,143],"channel":[41,147],"attention":[42,81,144,148],"mechanisms":[43],"(SAM/CAM)":[44],"with":[45,91],"backbone.":[48],"Unlike":[49],"existing":[50,121],"attention-augmented":[51],"models,":[52],"proposed":[54,84,101,117,152],"SAM":[55],"is":[56],"designed":[57],"to":[58,138,150],"prioritize":[59],"time-sensitive":[60],"physiological":[61],"signal":[62],"segments,":[63],"while":[64],"CAM":[65],"dynamically":[66],"weights":[67],"complementary":[68],"stress-related":[69,76],"features,":[70],"enabling":[71],"precise":[72],"capture":[73,87],"subtle":[75,88],"patterns.":[77],"this":[79,156],"dual":[80],"mechanism,":[82],"model":[85,183],"can":[86],"changes":[89],"associated":[90],"states":[93],"accurately.":[94],"To":[95],"evaluate":[96],"method,":[102],"experiments":[104],"one":[106],"publicly":[107],"available":[108],"dataset":[109],"were":[110],"conducted.":[111],"Experimental":[112],"results":[113],"demonstrate":[114],"that":[115],"outperformed":[120],"approaches":[122],"terms":[124],"accuracy,":[126],"recall,":[127],"F1-score":[129],"for":[130,165,177],"recognition.":[132],"Additionally,":[133],"we":[134],"performed":[135],"ablation":[136],"studies":[137],"verify":[139],"contributions":[141],"module":[145,149],"model.":[153],"In":[154],"conclusion,":[155],"study":[157],"not":[158],"only":[159],"provides":[160],"effective":[162],"technical":[163],"means":[164],"automatic":[167],"detection":[168],"but":[172],"also":[173],"lays":[174],"a":[175,185],"foundation":[176],"application":[179],"learning":[182],"broader":[186],"range":[187],"health":[189],"monitoring":[190],"applications.":[191]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-11-29T00:00:00"}
