{"id":"https://openalex.org/W2911145760","doi":"https://doi.org/10.1109/aiccsa.2018.8612825","title":"Machine Learning Approaches to Automatic Stress Detection: A Review","display_name":"Machine Learning Approaches to Automatic Stress Detection: A Review","publication_year":2018,"publication_date":"2018-10-01","ids":{"openalex":"https://openalex.org/W2911145760","doi":"https://doi.org/10.1109/aiccsa.2018.8612825","mag":"2911145760"},"language":"en","primary_location":{"id":"doi:10.1109/aiccsa.2018.8612825","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aiccsa.2018.8612825","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE/ACS 15th International Conference on Computer Systems and Applications (AICCSA)","raw_type":"proceedings-article"},"type":"review","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/A5087097875","display_name":"Sami Elzeiny","orcid":"https://orcid.org/0000-0002-7562-530X"},"institutions":[{"id":"https://openalex.org/I4210144839","display_name":"Hamad bin Khalifa University","ror":"https://ror.org/03eyq4y97","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210144839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Sami Elzeiny","raw_affiliation_strings":["College of Science and Engineering, Hamad Bin Khalifa University, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Science and Engineering, Hamad Bin Khalifa University, Doha, Qatar","institution_ids":["https://openalex.org/I4210144839"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010196813","display_name":"Marwa Qaraqe","orcid":"https://orcid.org/0000-0003-0767-2478"},"institutions":[{"id":"https://openalex.org/I4210144839","display_name":"Hamad bin Khalifa University","ror":"https://ror.org/03eyq4y97","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210144839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Marwa Qaraqe","raw_affiliation_strings":["College of Science and Engineering, Hamad Bin Khalifa University, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Science and Engineering, Hamad Bin Khalifa University, Doha, Qatar","institution_ids":["https://openalex.org/I4210144839"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210144839"],"apc_list":null,"apc_paid":null,"fwci":2.7215,"has_fulltext":false,"cited_by_count":54,"citation_normalized_percentile":{"value":0.90502409,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9988999962806702,"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":0.9988999962806702,"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/T13283","display_name":"Mental Health Research Topics","score":0.9897000193595886,"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/T11519","display_name":"Digital Mental Health Interventions","score":0.9879000186920166,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/stress","display_name":"Stress (linguistics)","score":0.7434884309768677},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.576054573059082},{"id":"https://openalex.org/keywords/presentation","display_name":"Presentation (obstetrics)","score":0.5564050078392029},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5516751408576965},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.5257405042648315},{"id":"https://openalex.org/keywords/mental-stress","display_name":"Mental stress","score":0.4594934582710266},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.4277447462081909},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.4204794466495514},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.36489933729171753},{"id":"https://openalex.org/keywords/applied-psychology","display_name":"Applied psychology","score":0.35672497749328613},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33274394273757935},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33011531829833984},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.09967651963233948},{"id":"https://openalex.org/keywords/psychotherapist","display_name":"Psychotherapist","score":0.080136239528656}],"concepts":[{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.7434884309768677},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.576054573059082},{"id":"https://openalex.org/C2777601897","wikidata":"https://www.wikidata.org/wiki/Q3409113","display_name":"Presentation (obstetrics)","level":2,"score":0.5564050078392029},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5516751408576965},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.5257405042648315},{"id":"https://openalex.org/C2984493583","wikidata":"https://www.wikidata.org/wiki/Q3500368","display_name":"Mental stress","level":2,"score":0.4594934582710266},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.4277447462081909},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.4204794466495514},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.36489933729171753},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.35672497749328613},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33274394273757935},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33011531829833984},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.09967651963233948},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.080136239528656},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","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/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/aiccsa.2018.8612825","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aiccsa.2018.8612825","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE/ACS 15th International Conference on Computer Systems and Applications (AICCSA)","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":23,"referenced_works":["https://openalex.org/W1510429593","https://openalex.org/W1606076675","https://openalex.org/W1644767426","https://openalex.org/W1664244372","https://openalex.org/W1912166081","https://openalex.org/W1921929190","https://openalex.org/W1985541164","https://openalex.org/W2022416124","https://openalex.org/W2028998785","https://openalex.org/W2092955655","https://openalex.org/W2100899979","https://openalex.org/W2136466671","https://openalex.org/W2144279833","https://openalex.org/W2167928942","https://openalex.org/W2218733455","https://openalex.org/W2277101836","https://openalex.org/W2291344655","https://openalex.org/W2520289546","https://openalex.org/W2545549878","https://openalex.org/W2546989979","https://openalex.org/W2602487549","https://openalex.org/W2719677204","https://openalex.org/W3098017922"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2622013112","https://openalex.org/W2002457192","https://openalex.org/W2079390537","https://openalex.org/W2069510972","https://openalex.org/W2229200545","https://openalex.org/W4226050265","https://openalex.org/W2377729100","https://openalex.org/W2350108781"],"abstract_inverted_index":{"People":[0],"experience":[1],"mental":[2,80],"stress":[3,50,64,70,108],"on":[4],"a":[5,9,39,56,59,66,89],"daily":[6],"basis":[7],"from":[8,31],"variety":[10],"of":[11,43,49,62,79,92],"different":[12],"reasons,":[13],"including":[14],"environmental":[15],"reasons":[16,23],"(traffic,":[17],"noise,":[18],"or":[19,30,37,65],"bad":[20],"weather),":[21],"social":[22],"(family":[24],"issues,":[25],"friends,":[26],"and":[27,53,99,113,119],"financial":[28],"problems),":[29],"events":[32],"such":[33],"as":[34,82,84],"wedding":[35],"planning":[36],"giving":[38],"presentation":[40],"in":[41,104],"front":[42],"large":[44,60],"audience.":[45],"A":[46],"manageable":[47],"amount":[48,61],"is":[51],"healthy":[52],"can":[54,71],"motivate":[55],"person;":[57],"however,":[58],"continuous":[63],"strong":[67],"response":[68],"to":[69],"be":[72],"harmful.":[73],"For":[74],"this":[75,95],"reason,":[76],"the":[77,105],"detection":[78,109],"stress,":[81],"well":[83],"its":[85],"prediction,":[86],"has":[87],"become":[88],"significant":[90],"area":[91],"research.":[93],"In":[94],"paper,":[96],"we":[97],"review":[98],"summarize":[100],"various":[101],"approaches":[102],"found":[103],"literature":[106],"for":[107,116],"using":[110],"machine":[111],"learning":[112],"suggest":[114],"directions":[115],"future":[117],"research":[118],"interventions.":[120]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2}],"updated_date":"2026-07-09T07:52:08.696243","created_date":"2025-10-10T00:00:00"}
