{"id":"https://openalex.org/W7115165291","doi":"https://doi.org/10.1145/3777555.3777571","title":"Analyzing Neural Network Models for Detecting Panic Attacks With Monte Carlo Dropout","display_name":"Analyzing Neural Network Models for Detecting Panic Attacks With Monte Carlo Dropout","publication_year":2025,"publication_date":"2025-12-15","ids":{"openalex":"https://openalex.org/W7115165291","doi":"https://doi.org/10.1145/3777555.3777571"},"language":null,"primary_location":{"id":"doi:10.1145/3777555.3777571","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3777555.3777571","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3777555.3777571","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th International Conference on Next Generation Computing, Communication, Systems and Security","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3777555.3777571","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Ahnaf Tahmid","orcid":"https://orcid.org/0009-0007-9588-0766"},"institutions":[{"id":"https://openalex.org/I5518804","display_name":"BRAC University","ror":"https://ror.org/00sge8677","country_code":"BD","type":"education","lineage":["https://openalex.org/I5518804"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Ahnaf Tahmid","raw_affiliation_strings":["Department of CSE, BRAC University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0007-9588-0766","affiliations":[{"raw_affiliation_string":"Department of CSE, BRAC University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I5518804"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Nafis Mohammad","orcid":"https://orcid.org/0009-0004-4908-2040"},"institutions":[{"id":"https://openalex.org/I5518804","display_name":"BRAC University","ror":"https://ror.org/00sge8677","country_code":"BD","type":"education","lineage":["https://openalex.org/I5518804"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Nafis Mohammad","raw_affiliation_strings":["Department of CSE, BRAC University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0004-4908-2040","affiliations":[{"raw_affiliation_string":"Department of CSE, BRAC University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I5518804"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Rafsan Zamil","orcid":"https://orcid.org/0009-0005-8344-4495"},"institutions":[{"id":"https://openalex.org/I5518804","display_name":"BRAC University","ror":"https://ror.org/00sge8677","country_code":"BD","type":"education","lineage":["https://openalex.org/I5518804"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Rafsan Zamil","raw_affiliation_strings":["Department of CSE, BRAC University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0005-8344-4495","affiliations":[{"raw_affiliation_string":"Department of CSE, BRAC University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I5518804"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Md. Muhimenul Mubin","orcid":"https://orcid.org/0009-0002-0970-6520"},"institutions":[{"id":"https://openalex.org/I5518804","display_name":"BRAC University","ror":"https://ror.org/00sge8677","country_code":"BD","type":"education","lineage":["https://openalex.org/I5518804"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md. Muhimenul Mubin","raw_affiliation_strings":["Department of CSE, BRAC University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0002-0970-6520","affiliations":[{"raw_affiliation_string":"Department of CSE, BRAC University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I5518804"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Md. Farhadul Islam","orcid":"https://orcid.org/0000-0003-3249-4490"},"institutions":[{"id":"https://openalex.org/I5518804","display_name":"BRAC University","ror":"https://ror.org/00sge8677","country_code":"BD","type":"education","lineage":["https://openalex.org/I5518804"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md. Farhadul Islam","raw_affiliation_strings":["Department of CSE, BRAC University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0000-0003-3249-4490","affiliations":[{"raw_affiliation_string":"Department of CSE, BRAC University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I5518804"]}]},{"author_position":"last","author":{"id":null,"display_name":"Jannatun Noor Mukta","orcid":"https://orcid.org/0000-0001-9669-151X"},"institutions":[{"id":"https://openalex.org/I63169043","display_name":"United International University","ror":"https://ror.org/01tqv1p28","country_code":"BD","type":"education","lineage":["https://openalex.org/I63169043"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Jannatun Noor Mukta","raw_affiliation_strings":["Computing for Sustainability and Social Good (C2SG) Research Group, United International University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0000-0001-9669-151X","affiliations":[{"raw_affiliation_string":"Computing for Sustainability and Social Good (C2SG) Research Group, United International University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I63169043"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.55633803,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"24","last_page":"28"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.259799987077713,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied 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/T11519","display_name":"Digital Mental Health Interventions","score":0.259799987077713,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied 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/T10667","display_name":"Emotion and Mood Recognition","score":0.22120000422000885,"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/T12488","display_name":"Mental Health via Writing","score":0.11990000307559967,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/panic","display_name":"Panic","score":0.8363000154495239},{"id":"https://openalex.org/keywords/dropout","display_name":"Dropout (neural networks)","score":0.7592999935150146},{"id":"https://openalex.org/keywords/monte-carlo-method","display_name":"Monte Carlo method","score":0.642799973487854},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.629800021648407},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.6165000200271606},{"id":"https://openalex.org/keywords/panic-disorder","display_name":"Panic disorder","score":0.3666999936103821}],"concepts":[{"id":"https://openalex.org/C2780712732","wikidata":"https://www.wikidata.org/wiki/Q208450","display_name":"Panic","level":3,"score":0.8363000154495239},{"id":"https://openalex.org/C2776145597","wikidata":"https://www.wikidata.org/wiki/Q25339462","display_name":"Dropout (neural networks)","level":2,"score":0.7592999935150146},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.65829998254776},{"id":"https://openalex.org/C19499675","wikidata":"https://www.wikidata.org/wiki/Q232207","display_name":"Monte Carlo method","level":2,"score":0.642799973487854},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.629800021648407},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.6165000200271606},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4810999929904938},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42149999737739563},{"id":"https://openalex.org/C2777529043","wikidata":"https://www.wikidata.org/wiki/Q741713","display_name":"Panic disorder","level":3,"score":0.3666999936103821},{"id":"https://openalex.org/C2775936607","wikidata":"https://www.wikidata.org/wiki/Q466845","display_name":"Tracking (education)","level":2,"score":0.35269999504089355},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32760000228881836},{"id":"https://openalex.org/C104122410","wikidata":"https://www.wikidata.org/wiki/Q1416406","display_name":"Network model","level":2,"score":0.3190999925136566},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.29809999465942383},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.28040000796318054},{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.2759999930858612},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.26660001277923584}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3777555.3777571","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3777555.3777571","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3777555.3777571","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th International Conference on Next Generation Computing, Communication, Systems and Security","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3777555.3777571","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3777555.3777571","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3777555.3777571","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th International Conference on Next Generation Computing, Communication, Systems and Security","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7115165291.pdf","grobid_xml":"https://content.openalex.org/works/W7115165291.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W2070151611","https://openalex.org/W2295589310","https://openalex.org/W2773651661","https://openalex.org/W2972473169","https://openalex.org/W2974457857","https://openalex.org/W2993383518","https://openalex.org/W3000708811","https://openalex.org/W3039709701","https://openalex.org/W3135782378","https://openalex.org/W3186407491","https://openalex.org/W4200630297","https://openalex.org/W4214906465","https://openalex.org/W4296916232","https://openalex.org/W4302028121","https://openalex.org/W4308523656","https://openalex.org/W4310858789","https://openalex.org/W4323059936","https://openalex.org/W4375853946","https://openalex.org/W4390939275","https://openalex.org/W4391343079"],"related_works":[],"abstract_inverted_index":{"Panic":[0],"attacks,":[1],"ranging":[2],"from":[3],"mild":[4],"to":[5,95,121],"severe":[6],"physical":[7],"distress,":[8],"can":[9,39],"incapacitate":[10],"individuals":[11],"on":[12],"the":[13,56,93,97,112,122],"spot.":[14],"The":[15],"concern":[16],"lies":[17],"in":[18,51,117],"potential":[19],"hazards":[20],"if":[21],"a":[22,25],"person":[23],"experiences":[24],"panic":[26,37,64],"attack":[27],"outside":[28],"their":[29,74],"home,":[30],"risking":[31],"accidents":[32],"or":[33,43],"other":[34],"dangers.":[35],"Tracking":[36],"attacks":[38,65],"enable":[40],"prompt":[41],"assistance":[42],"intervention,":[44],"enhancing":[45],"recovery":[46],"and":[47,68,104],"safety":[48],"measures.":[49],"Therefore,":[50],"this":[52],"study,":[53],"we":[54],"analyze":[55,73],"performance":[57],"of":[58,109],"various":[59],"neural":[60],"networks":[61],"for":[62,85],"detecting":[63],"using":[66,76],"spatiotemporal":[67],"biometric":[69],"data.":[70],"We":[71],"also":[72],"uncertainties":[75],"Monte":[77],"Carlo":[78],"Dropout":[79],"as":[80],"model":[81,100,114],"reliability":[82],"is":[83],"essential":[84],"emergency":[86],"scenarios":[87],"like":[88],"this.":[89],"Our":[90],"study":[91],"found":[92],"GRU":[94],"be":[96],"best":[98],"performing":[99],"combining":[101],"both":[102],"detection":[103],"confidence,":[105],"with":[106],"an":[107],"accuracy":[108],"95.56%.":[110],"But,":[111],"ensemble":[113],"did":[115],"better":[116],"terms":[118],"uncertainty":[119],"compared":[120],"GRU.":[123]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-12-15T00:00:00"}