{"id":"https://openalex.org/W2973723471","doi":"https://doi.org/10.1109/embc.2019.8857130","title":"Multi-Modal Acute Stress Recognition Using Off-the-Shelf Wearable Devices","display_name":"Multi-Modal Acute Stress Recognition Using Off-the-Shelf Wearable Devices","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W2973723471","doi":"https://doi.org/10.1109/embc.2019.8857130","mag":"2973723471","pmid":"https://pubmed.ncbi.nlm.nih.gov/31946337"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2019.8857130","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2019.8857130","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 41st 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":true,"oa_status":"green","oa_url":"http://infoscience.epfl.ch/record/265351/files/Multi-Modal%20Acute%20Stress%20Recognition%20Using%20Off-the-Shelf%20Wearable%20Devices.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075777411","display_name":"Victoriano Montesinos","orcid":null},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Victoriano Montesinos","raw_affiliation_strings":["Embedded Systems Laboratory of the Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland"],"affiliations":[{"raw_affiliation_string":"Embedded Systems Laboratory of the Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087340839","display_name":"Fabio Dell\u2019Agnola","orcid":"https://orcid.org/0000-0002-3556-2578"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Fabio Dell'Agnola","raw_affiliation_strings":["Embedded Systems Laboratory of the Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland"],"affiliations":[{"raw_affiliation_string":"Embedded Systems Laboratory of the Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052080679","display_name":"Adriana Arza","orcid":"https://orcid.org/0000-0002-4190-7878"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Adriana Arza","raw_affiliation_strings":["Embedded Systems Laboratory of the Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland"],"affiliations":[{"raw_affiliation_string":"Embedded Systems Laboratory of the Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024972825","display_name":"Amir Aminifar","orcid":"https://orcid.org/0000-0002-1673-4733"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Amir Aminifar","raw_affiliation_strings":["Embedded Systems Laboratory of the Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland"],"affiliations":[{"raw_affiliation_string":"Embedded Systems Laboratory of the Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074236306","display_name":"David Atienza","orcid":"https://orcid.org/0000-0001-9536-4947"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"David Atienza","raw_affiliation_strings":["Embedded Systems Laboratory of the Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland"],"affiliations":[{"raw_affiliation_string":"Embedded Systems Laboratory of the Swiss Federal Institute of Technology (EPFL), Lausanne, Switzerland","institution_ids":["https://openalex.org/I5124864"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5075777411"],"corresponding_institution_ids":["https://openalex.org/I5124864"],"apc_list":null,"apc_paid":null,"fwci":4.4874,"has_fulltext":false,"cited_by_count":59,"citation_normalized_percentile":{"value":0.95541573,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"2019","issue":null,"first_page":"2196","last_page":"2201"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9980999827384949,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.9969000220298767,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.7956746816635132},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5951897501945496},{"id":"https://openalex.org/keywords/stress","display_name":"Stress (linguistics)","score":0.5944885015487671},{"id":"https://openalex.org/keywords/mental-stress","display_name":"Mental stress","score":0.512155294418335},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.5068355202674866},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.48438841104507446},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42960673570632935},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.4138340651988983},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3744158148765564},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.17023193836212158},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1292315423488617}],"concepts":[{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.7956746816635132},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5951897501945496},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.5944885015487671},{"id":"https://openalex.org/C2984493583","wikidata":"https://www.wikidata.org/wiki/Q3500368","display_name":"Mental stress","level":2,"score":0.512155294418335},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.5068355202674866},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.48438841104507446},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42960673570632935},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.4138340651988983},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3744158148765564},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.17023193836212158},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1292315423488617},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"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":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013315","descriptor_name":"Stress, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013315","descriptor_name":"Stress, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013315","descriptor_name":"Stress, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1109/embc.2019.8857130","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2019.8857130","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:31946337","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31946337","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},{"id":"pmh:oai:infoscience.epfl.ch:265351","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/265351/files/Multi-Modal%20Acute%20Stress%20Recognition%20Using%20Off-the-Shelf%20Wearable%20Devices.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://infoscience.epfl.ch/record/265351","raw_type":"Text"},{"id":"pmh:oai:infoscience.epfl.ch:279998","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/279998","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference proceedings"}],"best_oa_location":{"id":"pmh:oai:infoscience.epfl.ch:265351","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/265351/files/Multi-Modal%20Acute%20Stress%20Recognition%20Using%20Off-the-Shelf%20Wearable%20Devices.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://infoscience.epfl.ch/record/265351","raw_type":"Text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1921929190","https://openalex.org/W1969430973","https://openalex.org/W1991680271","https://openalex.org/W2120339204","https://openalex.org/W2126890968","https://openalex.org/W2144961120","https://openalex.org/W2161365979","https://openalex.org/W2285072859","https://openalex.org/W2339153830","https://openalex.org/W2522580204","https://openalex.org/W2537211235","https://openalex.org/W2593216954","https://openalex.org/W2620573913","https://openalex.org/W2742338588","https://openalex.org/W2757800430","https://openalex.org/W2791322619","https://openalex.org/W2797898470","https://openalex.org/W2800416849","https://openalex.org/W2806656456","https://openalex.org/W2883553801","https://openalex.org/W2886983335","https://openalex.org/W2895983433","https://openalex.org/W3098017922","https://openalex.org/W4253566706","https://openalex.org/W6753990954"],"related_works":["https://openalex.org/W3090300519","https://openalex.org/W2514492205","https://openalex.org/W4250401876","https://openalex.org/W2943851981","https://openalex.org/W2095299560","https://openalex.org/W2907667791","https://openalex.org/W3047461507","https://openalex.org/W3126390843","https://openalex.org/W4245880644","https://openalex.org/W2999186374"],"abstract_inverted_index":{"Monitoring":[0],"stress":[1,42,61,85,93,126],"and,":[2],"in":[3,69,84],"general,":[4],"emotions":[5],"has":[6,19],"attracted":[7],"a":[8,55],"lot":[9],"of":[10,41,80,91,131],"attention":[11],"over":[12],"the":[13,39,66,78,89,102,106,111],"past":[14],"few":[15],"decades.":[16],"Stress":[17],"monitoring":[18,45],"many":[20],"applications,":[21],"including":[22],"high-risk":[23],"missions":[24],"and":[25,43,72,87,110,141],"surgical":[26],"procedures":[27],"as":[28,30],"well":[29],"mental/emotional":[31],"health":[32],"monitoring.":[33],"In":[34,98],"this":[35,51],"paper,":[36],"we":[37,53,76,100],"evaluate":[38],"possibility":[40,90],"emotion":[44],"using":[46,95,105,138],"off-the-shelf":[47],"wearable":[48,73,82,96],"sensors.":[49,74],"To":[50],"aim,":[52],"propose":[54],"multi-modal":[56,139],"machine-learning":[57],"technique":[58],"for":[59,133],"acute":[60,92,125],"episodes":[62,127],"detection,":[63],"by":[64],"fusing":[65],"information":[67],"careered":[68],"several":[70],"biosignals":[71],"Furthermore,":[75],"investigate":[77],"contribution":[79],"each":[81],"sensor":[83],"detection":[86],"demonstrate":[88],"recognition":[94],"devices.":[97],"particular,":[99],"acquire":[101],"physiological":[103],"signals":[104],"Shimmer3":[107],"ECG":[108],"Unit":[109],"Empatica":[112],"E4":[113],"wristband.":[114],"Our":[115],"experimental":[116],"evaluation":[117],"shows":[118],"that":[119],"it":[120],"is":[121],"possible":[122],"to":[123],"detect":[124],"with":[128],"an":[129,134],"accuracy":[130],"84.13%,":[132],"unseen":[135],"test":[136],"set,":[137],"machinelearning":[140],"sensor-fusion":[142],"techniques.":[143]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":17},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":3}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}
