{"id":"https://openalex.org/W7151415579","doi":"https://doi.org/10.1109/icmla66185.2025.00209","title":"Privacy-Preserving Multimodal Stress Detection from Wearables with Attention Fusion and Federated Learning","display_name":"Privacy-Preserving Multimodal Stress Detection from Wearables with Attention Fusion and Federated Learning","publication_year":2025,"publication_date":"2025-12-03","ids":{"openalex":"https://openalex.org/W7151415579","doi":"https://doi.org/10.1109/icmla66185.2025.00209"},"language":null,"primary_location":{"id":"doi:10.1109/icmla66185.2025.00209","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmla66185.2025.00209","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Conference on Machine Learning and Applications (ICMLA)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5133105231","display_name":"Mohd Farhan Israk Soumik","orcid":null},"institutions":[{"id":"https://openalex.org/I110378019","display_name":"Southern Illinois University Carbondale","ror":"https://ror.org/049kefs16","country_code":"US","type":"education","lineage":["https://openalex.org/I110378019","https://openalex.org/I2801502357"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mohd Farhan Israk Soumik","raw_affiliation_strings":["Southern Illinois University,School of Computing,Carbondale,IL,USA"],"affiliations":[{"raw_affiliation_string":"Southern Illinois University,School of Computing,Carbondale,IL,USA","institution_ids":["https://openalex.org/I110378019"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073957223","display_name":"Hussein Zangoti","orcid":"https://orcid.org/0000-0002-9887-339X"},"institutions":[{"id":"https://openalex.org/I91450128","display_name":"Jazan University","ror":"https://ror.org/02bjnq803","country_code":"SA","type":"education","lineage":["https://openalex.org/I91450128"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Hussein Zangoti","raw_affiliation_strings":["Jazan University,College of Engineering and Computer Science,Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Jazan University,College of Engineering and Computer Science,Saudi Arabia","institution_ids":["https://openalex.org/I91450128"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092891342","display_name":"Ebrahim Maghsoudlou","orcid":null},"institutions":[{"id":"https://openalex.org/I110378019","display_name":"Southern Illinois University Carbondale","ror":"https://ror.org/049kefs16","country_code":"US","type":"education","lineage":["https://openalex.org/I110378019","https://openalex.org/I2801502357"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ebrahim Maghsoudlou","raw_affiliation_strings":["Southern Illinois University,School of Computing,Carbondale,IL,USA"],"affiliations":[{"raw_affiliation_string":"Southern Illinois University,School of Computing,Carbondale,IL,USA","institution_ids":["https://openalex.org/I110378019"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080595441","display_name":"Awal Ahmed Fime","orcid":"https://orcid.org/0009-0004-0015-9297"},"institutions":[{"id":"https://openalex.org/I63772739","display_name":"Florida Atlantic University","ror":"https://ror.org/05p8w6387","country_code":"US","type":"education","lineage":["https://openalex.org/I63772739"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Awal Ahmed Fime","raw_affiliation_strings":["Florida Atlantic University,Department of Electrical Engineering and Computer Science,FL,USA"],"affiliations":[{"raw_affiliation_string":"Florida Atlantic University,Department of Electrical Engineering and Computer Science,FL,USA","institution_ids":["https://openalex.org/I63772739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077711449","display_name":"Ahmed Imteaj","orcid":"https://orcid.org/0000-0002-6975-3997"},"institutions":[{"id":"https://openalex.org/I63772739","display_name":"Florida Atlantic University","ror":"https://ror.org/05p8w6387","country_code":"US","type":"education","lineage":["https://openalex.org/I63772739"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ahmed Imteaj","raw_affiliation_strings":["Florida Atlantic University,Department of Electrical Engineering and Computer Science,FL,USA"],"affiliations":[{"raw_affiliation_string":"Florida Atlantic University,Department of Electrical Engineering and Computer Science,FL,USA","institution_ids":["https://openalex.org/I63772739"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5129958479","display_name":"Abdur R. Shahid","orcid":null},"institutions":[{"id":"https://openalex.org/I110378019","display_name":"Southern Illinois University Carbondale","ror":"https://ror.org/049kefs16","country_code":"US","type":"education","lineage":["https://openalex.org/I110378019","https://openalex.org/I2801502357"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Abdur R. Shahid","raw_affiliation_strings":["Southern Illinois University,School of Computing,Carbondale,IL,USA"],"affiliations":[{"raw_affiliation_string":"Southern Illinois University,School of Computing,Carbondale,IL,USA","institution_ids":["https://openalex.org/I110378019"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5133105231"],"corresponding_institution_ids":["https://openalex.org/I110378019"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.81504108,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1369","last_page":"1375"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.5662999749183655,"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":0.5662999749183655,"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/T10338","display_name":"Advanced Sensor and Energy Harvesting Materials","score":0.3271999955177307,"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"}},{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.009200000204145908,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/wearable-computer","display_name":"Wearable computer","score":0.6262000203132629},{"id":"https://openalex.org/keywords/stress","display_name":"Stress (linguistics)","score":0.45170000195503235},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.42480000853538513},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.40049999952316284},{"id":"https://openalex.org/keywords/information-fusion","display_name":"Information fusion","score":0.25220000743865967}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6809999942779541},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.6262000203132629},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.45170000195503235},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.42480000853538513},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4180999994277954},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.40049999952316284},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3077000081539154},{"id":"https://openalex.org/C2982962833","wikidata":"https://www.wikidata.org/wiki/Q17092450","display_name":"Information fusion","level":2,"score":0.25220000743865967},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.24639999866485596},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.24469999969005585}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icmla66185.2025.00209","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmla66185.2025.00209","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Conference on Machine Learning and Applications (ICMLA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W2600145262","https://openalex.org/W2774842745","https://openalex.org/W2894771803","https://openalex.org/W2912213068","https://openalex.org/W3022546795","https://openalex.org/W3124087934","https://openalex.org/W3126425119","https://openalex.org/W3134285077","https://openalex.org/W3167394498","https://openalex.org/W3199916751","https://openalex.org/W4294975018","https://openalex.org/W4297541603","https://openalex.org/W4315605908","https://openalex.org/W4323304285","https://openalex.org/W4367320958","https://openalex.org/W4385274450","https://openalex.org/W4385338536","https://openalex.org/W4387251208","https://openalex.org/W4388460139","https://openalex.org/W4389274321","https://openalex.org/W4390971300","https://openalex.org/W4390993490","https://openalex.org/W4393124881","https://openalex.org/W4395008053","https://openalex.org/W4404628446","https://openalex.org/W4404835050","https://openalex.org/W4410086514"],"related_works":[],"abstract_inverted_index":{"Stress":[0],"is":[1,73,114],"a":[2,24,79,101],"major":[3,36],"factor":[4],"affecting":[5],"mental":[6],"health":[7],"and":[8,97,103,129,139],"long-term":[9],"well-being,":[10],"making":[11],"its":[12],"early":[13],"detection":[14],"essential":[15],"for":[16,27,133,148],"effective":[17],"intervention.":[18],"Wearable":[19],"sensors":[20,48],"have":[21],"emerged":[22],"as":[23],"promising":[25],"solution":[26],"continuous":[28],"stress":[29,82,108],"monitoring,":[30],"but":[31],"current":[32],"systems":[33],"face":[34],"two":[35,124],"limitations.":[37],"First,":[38],"they":[39,60],"are":[40,131],"single-dimensional,":[41],"relying":[42],"on":[43],"either":[44],"chest-":[45],"or":[46],"wrist-based":[47],"alone,":[49],"which":[50],"limits":[51],"their":[52],"ability":[53],"to":[54,116],"capture":[55],"diverse":[56],"physiological":[57],"signals.":[58],"Second,":[59],"typically":[61],"require":[62],"centralized":[63,171],"data":[64],"collection,":[65],"raising":[66],"significant":[67],"privacy":[68],"concerns":[69],"since":[70],"stress-related":[71],"information":[72,120],"highly":[74],"sensitive.":[75],"This":[76],"work":[77],"introduces":[78],"distributed":[80],"multimodal":[81],"monitoring":[83],"framework":[84,90],"that":[85,158],"addresses":[86],"both":[87,95],"challenges.":[88],"The":[89],"integrates":[91],"synchronized":[92],"signals":[93],"from":[94],"chest":[96],"wrist":[98],"sensors,":[99],"providing":[100],"richer":[102],"more":[104],"reliable":[105],"representation":[106],"of":[107],"patterns.":[109],"An":[110],"attention-based":[111],"fusion":[112],"mechanism":[113],"introduced":[115],"adaptively":[117],"weigh":[118],"complementary":[119],"across":[121,151],"modalities,":[122],"while":[123],"deep":[125],"learning":[126],"architectures,":[127],"BiLSTM":[128],"TS-BERT,":[130],"employed":[132],"temporal":[134],"modeling.":[135],"To":[136],"ensure":[137],"scalability":[138],"protect":[140],"user":[141],"privacy,":[142],"we":[143],"adopt":[144],"Federated":[145],"Learning":[146],"(FL)":[147],"decentralized":[149],"training":[150],"simulated":[152],"edge":[153],"devices.":[154],"Experimental":[155],"results":[156],"demonstrate":[157],"TS-BERT":[159],"achieves":[160],"superior":[161],"performance,":[162],"reaching":[163],"99.93%":[164],"test":[165],"accuracy":[166],"in":[167],"FL,":[168],"closely":[169],"matching":[170],"outcomes.":[172]},"counts_by_year":[],"updated_date":"2026-04-09T06:08:40.794217","created_date":"2026-04-08T00:00:00"}
