{"id":"https://openalex.org/W2949961325","doi":"https://doi.org/10.1109/percomw.2019.8730884","title":"Requirements for a Reference Dataset for Multimodal Human Stress Detection","display_name":"Requirements for a Reference Dataset for Multimodal Human Stress Detection","publication_year":2019,"publication_date":"2019-03-01","ids":{"openalex":"https://openalex.org/W2949961325","doi":"https://doi.org/10.1109/percomw.2019.8730884","mag":"2949961325"},"language":"en","primary_location":{"id":"doi:10.1109/percomw.2019.8730884","is_oa":false,"landing_page_url":"https://doi.org/10.1109/percomw.2019.8730884","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)","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/A5012562174","display_name":"Bhargavi Mahesh","orcid":"https://orcid.org/0000-0001-9313-4507"},"institutions":[{"id":"https://openalex.org/I155417937","display_name":"Hochschule Bonn-Rhein-Sieg","ror":"https://ror.org/04m2anh63","country_code":"DE","type":"education","lineage":["https://openalex.org/I155417937"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Bhargavi Mahesh","raw_affiliation_strings":["Dept. of Computer Science, Bonn-Rhein-Sieg University of Applied Sciences, Sankt Augustin, Germany"],"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, Bonn-Rhein-Sieg University of Applied Sciences, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I155417937"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090769034","display_name":"Teena Hassan","orcid":"https://orcid.org/0000-0002-6105-0752"},"institutions":[{"id":"https://openalex.org/I4210124274","display_name":"Fraunhofer Institute for Integrated Circuits","ror":"https://ror.org/024ape423","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210124274","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Teena Hassan","raw_affiliation_strings":["Electronic Imaging Department, Fraunhofer Institute for Integrated Circuits IIS, Erlangen, Germany"],"affiliations":[{"raw_affiliation_string":"Electronic Imaging Department, Fraunhofer Institute for Integrated Circuits IIS, Erlangen, Germany","institution_ids":["https://openalex.org/I4210124274"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086198002","display_name":"Erwin Prassler","orcid":null},"institutions":[{"id":"https://openalex.org/I155417937","display_name":"Hochschule Bonn-Rhein-Sieg","ror":"https://ror.org/04m2anh63","country_code":"DE","type":"education","lineage":["https://openalex.org/I155417937"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Erwin Prassler","raw_affiliation_strings":["Dept. of Computer Science, Bonn-Rhein-Sieg University of Applied Sciences, Sankt Augustin, Germany"],"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, Bonn-Rhein-Sieg University of Applied Sciences, Sankt Augustin, Germany","institution_ids":["https://openalex.org/I155417937"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061812704","display_name":"Jens-Uwe Garbas","orcid":"https://orcid.org/0000-0003-3473-0370"},"institutions":[{"id":"https://openalex.org/I4210124274","display_name":"Fraunhofer Institute for Integrated Circuits","ror":"https://ror.org/024ape423","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210124274","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jens-Uwe Garbas","raw_affiliation_strings":["Electronic Imaging Department, Fraunhofer Institute for Integrated Circuits IIS, Erlangen, Germany"],"affiliations":[{"raw_affiliation_string":"Electronic Imaging Department, Fraunhofer Institute for Integrated Circuits IIS, Erlangen, Germany","institution_ids":["https://openalex.org/I4210124274"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5012562174"],"corresponding_institution_ids":["https://openalex.org/I155417937"],"apc_list":null,"apc_paid":null,"fwci":0.9823,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.69439072,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"492","last_page":"498"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10529","display_name":"Stress Responses and Cortisol","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/2802","display_name":"Behavioral 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/T10529","display_name":"Stress Responses and Cortisol","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/2802","display_name":"Behavioral 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":0.9868999719619751,"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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9811000227928162,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/comparability","display_name":"Comparability","score":0.8365751504898071},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7321220636367798},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.591356635093689},{"id":"https://openalex.org/keywords/stress","display_name":"Stress (linguistics)","score":0.4814995527267456},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.45474809408187866},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.42045435309410095},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.3735961616039276},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35993412137031555},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34985241293907166},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3362889289855957},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11018610000610352},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07590579986572266}],"concepts":[{"id":"https://openalex.org/C197947376","wikidata":"https://www.wikidata.org/wiki/Q5155608","display_name":"Comparability","level":2,"score":0.8365751504898071},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7321220636367798},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.591356635093689},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.4814995527267456},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.45474809408187866},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.42045435309410095},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3735961616039276},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35993412137031555},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34985241293907166},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3362889289855957},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11018610000610352},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07590579986572266},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","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},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/percomw.2019.8730884","is_oa":false,"landing_page_url":"https://doi.org/10.1109/percomw.2019.8730884","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)","raw_type":"proceedings-article"},{"id":"pmh:oai:fraunhofer.de:N-569160","is_oa":false,"landing_page_url":"http://publica.fraunhofer.de/documents/N-569160.html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400801","display_name":"Publikationsdatenbank der Fraunhofer-Gesellschaft (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Fraunhofer IIS","raw_type":"Conference Paper"},{"id":"pmh:oai:pub.h-brs.de:4511","is_oa":false,"landing_page_url":"https://pub.h-brs.de/frontdoor/index/index/docId/4511","pdf_url":null,"source":{"id":"https://openalex.org/S4306400385","display_name":"Publication Server of Bonn-Rhein-Sieg University of Applied Sciences (Bonn-Rhein-Sieg University of Applied Sciences)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I135140700","host_organization_name":"University of Bonn","host_organization_lineage":["https://openalex.org/I135140700"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2019 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops), 11-15 March 2019, Kyoto, Japan","raw_type":"doc-type:conferenceobject"},{"id":"pmh:oai:publica.fraunhofer.de:publica/406053","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/406053","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference paper"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.4699999988079071,"id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W176045953","https://openalex.org/W1518433044","https://openalex.org/W1868073028","https://openalex.org/W1978220518","https://openalex.org/W1987375729","https://openalex.org/W1991680271","https://openalex.org/W1996299251","https://openalex.org/W2000368607","https://openalex.org/W2009665864","https://openalex.org/W2009903348","https://openalex.org/W2019062333","https://openalex.org/W2026891775","https://openalex.org/W2031590924","https://openalex.org/W2054500714","https://openalex.org/W2066156347","https://openalex.org/W2083462897","https://openalex.org/W2088068432","https://openalex.org/W2091413411","https://openalex.org/W2099003584","https://openalex.org/W2107619947","https://openalex.org/W2109644977","https://openalex.org/W2113555622","https://openalex.org/W2127036873","https://openalex.org/W2134697757","https://openalex.org/W2137338071","https://openalex.org/W2144961120","https://openalex.org/W2161754592","https://openalex.org/W2167600723","https://openalex.org/W2171801645","https://openalex.org/W2184481998","https://openalex.org/W2328255374","https://openalex.org/W2471451311","https://openalex.org/W2523042097","https://openalex.org/W2593216954","https://openalex.org/W2599893746","https://openalex.org/W2728317697","https://openalex.org/W2746562333","https://openalex.org/W2786969205","https://openalex.org/W2794276045","https://openalex.org/W2894771803","https://openalex.org/W4293488946","https://openalex.org/W6652769629","https://openalex.org/W6727406592"],"related_works":["https://openalex.org/W2365594754","https://openalex.org/W2575292835","https://openalex.org/W4287902769","https://openalex.org/W3001140700","https://openalex.org/W2995453361","https://openalex.org/W3021704418","https://openalex.org/W4390295458","https://openalex.org/W1990407237","https://openalex.org/W2092282998","https://openalex.org/W2053982300"],"abstract_inverted_index":{"Stress":[0],"is":[1],"necessary":[2],"for":[3,109],"optimal":[4],"performance":[5],"and":[6,25,39,63,86,90,118,140,195],"functioning":[7],"in":[8,46,178,190],"daily":[9],"life.":[10],"However,":[11],"when":[12],"stress":[13,29,34,48,74,112,129,134,149],"exceeds":[14],"person-specific":[15],"coping":[16],"levels,":[17],"then":[18],"it":[19],"begins":[20],"to":[21,54,61,101,181,192],"negatively":[22],"impact":[23],"health":[24],"productivity.":[26],"An":[27],"automatic":[28],"monitoring":[30],"system":[31],"that":[32,164],"tracks":[33],"levels":[35],"based":[36,153],"on":[37,67,154],"physical":[38],"physiological":[40],"parameters,":[41],"can":[42],"assist":[43],"the":[44,103,158,171,179,187],"user":[45],"maintaining":[47],"within":[49],"healthy":[50],"limits.":[51],"In":[52],"order":[53,191],"build":[55],"such":[56,99,121],"a":[57,68,77,96,106,183],"system,":[58],"we":[59],"need":[60],"develop":[62],"test":[64],"various":[65],"algorithms":[66],"reference":[69,78,107,184],"dataset":[70,79,108],"consisting":[71],"of":[72,88,98,105,124,128,132,137,142,166,197],"multimodal":[73,110],"responses.":[75],"Such":[76],"should":[80,175],"fulfil":[81],"requirements":[82,100,115],"derived":[83,156],"from":[84,157],"results":[85],"practices":[87],"clinical":[89],"empirical":[91],"research.":[92],"This":[93],"paper":[94],"proposes":[95],"set":[97],"support":[102],"establishment":[104],"human":[111],"detection.":[113],"The":[114],"cover":[116],"person-dependent":[117],"technical":[119],"aspects":[120],"as":[122],"selection":[123,136,141],"sample":[125],"population,":[126],"choice":[127],"stimuli,":[130],"inclusion":[131],"multiple":[133],"modalities,":[135],"annotation":[138],"methods,":[139],"data":[143],"acquisition":[144],"devices.":[145],"Existing":[146],"publicly":[147],"available":[148],"datasets":[150,168],"were":[151],"evaluated":[152],"criteria":[155],"proposed":[159],"requirements.":[160,172],"It":[161],"was":[162],"found":[163],"none":[165],"these":[167],"completely":[169],"fulfilled":[170],"Therefore,":[173],"efforts":[174],"be":[176],"made":[177],"future":[180],"establish":[182],"dataset,":[185],"satisfying":[186],"specified":[188],"requirements,":[189],"ensure":[193],"comparability":[194],"reliability":[196],"results.":[198]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":2}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}