{"id":"https://openalex.org/W2169972580","doi":"https://doi.org/10.3233/978-1-60750-028-5-722","title":"Predicting Stress Level Variation from Learner Characteristics and Brainwaves","display_name":"Predicting Stress Level Variation from Learner Characteristics and Brainwaves","publication_year":2009,"publication_date":"2009-01-01","ids":{"openalex":"https://openalex.org/W2169972580","doi":"https://doi.org/10.3233/978-1-60750-028-5-722","mag":"2169972580"},"language":"en","primary_location":{"id":"doi:10.3233/978-1-60750-028-5-722","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-60750-028-5-722","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","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/A5046910504","display_name":"Alicia Heraz","orcid":"https://orcid.org/0000-0002-3126-7299"},"institutions":[{"id":"https://openalex.org/I4210147290","display_name":"Heron Therapeutics (United States)","ror":"https://ror.org/05jnq7w45","country_code":"US","type":"company","lineage":["https://openalex.org/I4210147290"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Heraz Alicia","raw_affiliation_strings":["HERON Lab"],"affiliations":[{"raw_affiliation_string":"HERON Lab","institution_ids":["https://openalex.org/I4210147290"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jraidi Imène","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jraidi Imène","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088390625","display_name":"Maher Chaouachi","orcid":"https://orcid.org/0000-0001-8703-3208"},"institutions":[{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Chaouachi Maher","raw_affiliation_strings":["University of Montr\u00e9al, CP 6128 succ. Centre Ville Montr\u00e9al, QC, H3T-1J4, Canada, {herazali, jraidiim, chaouacm, frasson}@iro.umontreal.ca"],"affiliations":[{"raw_affiliation_string":"University of Montr\u00e9al, CP 6128 succ. Centre Ville Montr\u00e9al, QC, H3T-1J4, Canada, {herazali, jraidiim, chaouacm, frasson}@iro.umontreal.ca","institution_ids":["https://openalex.org/I70931966"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060693139","display_name":"Claude Frasson","orcid":null},"institutions":[{"id":"https://openalex.org/I4210147290","display_name":"Heron Therapeutics (United States)","ror":"https://ror.org/05jnq7w45","country_code":"US","type":"company","lineage":["https://openalex.org/I4210147290"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Frasson Claude","raw_affiliation_strings":["HERON Lab"],"affiliations":[{"raw_affiliation_string":"HERON Lab","institution_ids":["https://openalex.org/I4210147290"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5046910504"],"corresponding_institution_ids":["https://openalex.org/I4210147290"],"apc_list":null,"apc_paid":null,"fwci":0.5944,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.71621271,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.989799976348877,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive 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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.989799976348877,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive 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":0.9679999947547913,"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/T10525","display_name":"Human-Automation Interaction and Safety","score":0.933899998664856,"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/variation","display_name":"Variation (astronomy)","score":0.7252120971679688},{"id":"https://openalex.org/keywords/stress","display_name":"Stress (linguistics)","score":0.5300374031066895},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.4798687994480133},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.07829609513282776},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.05561012029647827},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.04973611235618591}],"concepts":[{"id":"https://openalex.org/C2778334786","wikidata":"https://www.wikidata.org/wiki/Q1586270","display_name":"Variation (astronomy)","level":2,"score":0.7252120971679688},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.5300374031066895},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4798687994480133},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.07829609513282776},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.05561012029647827},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.04973611235618591},{"id":"https://openalex.org/C44870925","wikidata":"https://www.wikidata.org/wiki/Q37547","display_name":"Astrophysics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3233/978-1-60750-028-5-722","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-60750-028-5-722","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.731.5457","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.731.5457","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.iro.umontreal.ca/%7Efrasson/FrassonPub/AIED-2009%20Heraz-Jraidi-Chaouachi-Frasson.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7699999809265137,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W1585558740","https://openalex.org/W2041762088","https://openalex.org/W2127429655","https://openalex.org/W2142567154","https://openalex.org/W2159047538","https://openalex.org/W2163567045","https://openalex.org/W2164777163","https://openalex.org/W2166549369","https://openalex.org/W2292946724"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2386430105","https://openalex.org/W2356521405","https://openalex.org/W2038534795","https://openalex.org/W2384358604","https://openalex.org/W1567829292","https://openalex.org/W3001063351","https://openalex.org/W3196905815","https://openalex.org/W2351370765"],"abstract_inverted_index":{"It":[0],"is":[1,55],"very":[2,44,111],"common":[3],"that":[4,79],"students":[5],"fail":[6],"their":[7],"exam":[8],"because":[9],"of":[10,61,91,115],"an":[11,15,72,113],"excessive":[12],"stress.":[13],"However,":[14],"attitude":[16],"with":[17],"no":[18],"stress":[19,28,38,58],"at":[20],"all":[21],"can":[22,29,41],"cause":[23],"the":[24,37,53,57,62,97,121],"same":[25],"thing":[26],"as":[27],"be":[30,43],"beneficial":[31],"in":[32,46,64],"some":[33],"learning":[34,48,124],"cases.":[35],"Studying":[36],"level":[39,59],"variation":[40,60],"then":[42],"useful":[45],"a":[47],"environment.":[49],"In":[50],"this":[51],"paper,":[52],"aim":[54],"predicting":[56],"learner":[63],"relation":[65],"to":[66],"his":[67],"electrical":[68],"brain":[69],"activity":[70,95],"within":[71],"experiment":[73],"over":[74],"two":[75],"days.":[76],"To":[77],"attain":[78],"goal,":[80],"three":[81],"personal":[82],"and":[83,93,99],"non-personal":[84],"characteristics":[85],"were":[86,104,110],"used:":[87],"gender,":[88],"usual":[89],"mode":[90],"study":[92],"dominant":[94],"between":[96],"first":[98],"second":[100],"day.":[101],"21":[102],"participants":[103],"recruited":[105],"for":[106],"our":[107],"experiment.":[108],"Results":[109],"encouraging:":[112],"accuracy":[114],"71%":[116],"was":[117],"obtained":[118],"by":[119],"using":[120],"ID3":[122],"machine":[123],"algorithm.":[125]},"counts_by_year":[{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}