{"id":"https://openalex.org/W3164441588","doi":"https://doi.org/10.3233/faia200588","title":"SEED: A Framework for Stress Estimation Using Emotiv Devices","display_name":"SEED: A Framework for Stress Estimation Using Emotiv Devices","publication_year":2020,"publication_date":"2020-09-15","ids":{"openalex":"https://openalex.org/W3164441588","doi":"https://doi.org/10.3233/faia200588","mag":"3164441588"},"language":"en","primary_location":{"id":"doi:10.3233/faia200588","is_oa":false,"landing_page_url":"https://doi.org/10.3233/faia200588","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/A5026663888","display_name":"Nhung Thi Tuyet Pham","orcid":"https://orcid.org/0000-0002-5711-7504"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]},{"id":"https://openalex.org/I23582244","display_name":"Ho Chi Minh City University of Science","ror":"https://ror.org/05jfbgm49","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I23582244"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Nhung Pham","raw_affiliation_strings":["AISIA Research Lab","University of Science, Ho Chi Minh City, Vietnam","Vietnam National University in Ho Chi Minh City, Vietnam","AISIA Research Lab; University of Science, Ho Chi Minh City, Vietnam; Vietnam National University in Ho Chi Minh City, Vietnam"],"affiliations":[{"raw_affiliation_string":"AISIA Research Lab","institution_ids":[]},{"raw_affiliation_string":"University of Science, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I23582244"]},{"raw_affiliation_string":"Vietnam National University in Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]},{"raw_affiliation_string":"AISIA Research Lab; University of Science, Ho Chi Minh City, Vietnam; Vietnam National University in Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068398026","display_name":"Thuong Thi Nguyen","orcid":"https://orcid.org/0000-0003-0474-4317"},"institutions":[{"id":"https://openalex.org/I23582244","display_name":"Ho Chi Minh City University of Science","ror":"https://ror.org/05jfbgm49","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I23582244"]},{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]},{"id":"https://openalex.org/I228151691","display_name":"Ho Chi Minh City International University","ror":"https://ror.org/003szmg30","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I228151691"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Thuong Nguyen","raw_affiliation_strings":["AISIA Research Lab","International University, Ho Chi Minh City, Vietnam","University of Science, Ho Chi Minh City, Vietnam","Vietnam National University in Ho Chi Minh City, Vietnam","International University, Ho Chi Minh City, Vietnam; Vietnam National University in Ho Chi Minh City, Vietnam"],"affiliations":[{"raw_affiliation_string":"AISIA Research Lab","institution_ids":[]},{"raw_affiliation_string":"International University, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I228151691"]},{"raw_affiliation_string":"University of Science, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I23582244"]},{"raw_affiliation_string":"Vietnam National University in Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]},{"raw_affiliation_string":"International University, Ho Chi Minh City, Vietnam; Vietnam National University in Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103624391","display_name":"Thinh Huy Tran","orcid":null},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]},{"id":"https://openalex.org/I228151691","display_name":"Ho Chi Minh City International University","ror":"https://ror.org/003szmg30","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I228151691"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Thinh Tran","raw_affiliation_strings":["International University, Ho Chi Minh City, Vietnam","Vietnam National University in Ho Chi Minh City, Vietnam","International University, Ho Chi Minh City, Vietnam; Vietnam National University in Ho Chi Minh City, Vietnam"],"affiliations":[{"raw_affiliation_string":"International University, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I228151691"]},{"raw_affiliation_string":"Vietnam National University in Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]},{"raw_affiliation_string":"International University, Ho Chi Minh City, Vietnam; Vietnam National University in Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101718798","display_name":"Trung Th\u00e0nh Nguy\u1ec5n","orcid":"https://orcid.org/0000-0001-8976-2922"},"institutions":[{"id":"https://openalex.org/I228151691","display_name":"Ho Chi Minh City International University","ror":"https://ror.org/003szmg30","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I228151691"]},{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]},{"id":"https://openalex.org/I23582244","display_name":"Ho Chi Minh City University of Science","ror":"https://ror.org/05jfbgm49","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I23582244"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Trung T. Nguyen","raw_affiliation_strings":["AISIA Research Lab","International University, Ho Chi Minh City, Vietnam","University of Science, Ho Chi Minh City, Vietnam","Vietnam National University in Ho Chi Minh City, Vietnam","AISIA Research Lab; University of Science, Ho Chi Minh City, Vietnam; Vietnam National University in Ho Chi Minh City, Vietnam"],"affiliations":[{"raw_affiliation_string":"AISIA Research Lab","institution_ids":[]},{"raw_affiliation_string":"International University, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I228151691"]},{"raw_affiliation_string":"University of Science, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I23582244"]},{"raw_affiliation_string":"Vietnam National University in Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]},{"raw_affiliation_string":"AISIA Research Lab; University of Science, Ho Chi Minh City, Vietnam; Vietnam National University in Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069269172","display_name":"Huong Ha","orcid":"https://orcid.org/0000-0002-8884-8692"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]},{"id":"https://openalex.org/I228151691","display_name":"Ho Chi Minh City International University","ror":"https://ror.org/003szmg30","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I228151691"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Huong Ha","raw_affiliation_strings":["International University, Ho Chi Minh City, Vietnam","Vietnam National University in Ho Chi Minh City, Vietnam","International University, Ho Chi Minh City, Vietnam; Vietnam National University in Ho Chi Minh City, Vietnam"],"affiliations":[{"raw_affiliation_string":"International University, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I228151691"]},{"raw_affiliation_string":"Vietnam National University in Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]},{"raw_affiliation_string":"International University, Ho Chi Minh City, Vietnam; Vietnam National University in Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051882105","display_name":"Binh T. Nguyen","orcid":"https://orcid.org/0000-0001-5249-9702"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]},{"id":"https://openalex.org/I23582244","display_name":"Ho Chi Minh City University of Science","ror":"https://ror.org/05jfbgm49","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I23582244"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Binh T. Nguyen","raw_affiliation_strings":["AISIA Research Lab","University of Science, Ho Chi Minh City, Vietnam","Vietnam National University in Ho Chi Minh City, Vietnam","AISIA Research Lab; University of Science, Ho Chi Minh City, Vietnam; Vietnam National University in Ho Chi Minh City, Vietnam"],"affiliations":[{"raw_affiliation_string":"AISIA Research Lab","institution_ids":[]},{"raw_affiliation_string":"University of Science, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I23582244"]},{"raw_affiliation_string":"Vietnam National University in Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]},{"raw_affiliation_string":"AISIA Research Lab; University of Science, Ho Chi Minh City, Vietnam; Vietnam National University in Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5026663888"],"corresponding_institution_ids":["https://openalex.org/I123565023","https://openalex.org/I23582244"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31761225,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"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/T13106","display_name":"Neuroscience, Education and Cognitive Function","score":0.7957000136375427,"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/T13106","display_name":"Neuroscience, Education and Cognitive Function","score":0.7957000136375427,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.7853999733924866,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/stressor","display_name":"Stressor","score":0.6963561177253723},{"id":"https://openalex.org/keywords/stress","display_name":"Stress (linguistics)","score":0.6598141193389893},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.6586270332336426},{"id":"https://openalex.org/keywords/brain-activity-and-meditation","display_name":"Brain activity and meditation","score":0.569807767868042},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.5156353712081909},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.4500496983528137},{"id":"https://openalex.org/keywords/applied-psychology","display_name":"Applied psychology","score":0.41795504093170166},{"id":"https://openalex.org/keywords/medical-education","display_name":"Medical education","score":0.32155901193618774},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3069833517074585},{"id":"https://openalex.org/keywords/clinical-psychology","display_name":"Clinical psychology","score":0.2785415053367615},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.23996922373771667},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.14129143953323364}],"concepts":[{"id":"https://openalex.org/C125370674","wikidata":"https://www.wikidata.org/wiki/Q1527480","display_name":"Stressor","level":2,"score":0.6963561177253723},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.6598141193389893},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.6586270332336426},{"id":"https://openalex.org/C120843803","wikidata":"https://www.wikidata.org/wiki/Q4955807","display_name":"Brain activity and meditation","level":3,"score":0.569807767868042},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5156353712081909},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.4500496983528137},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.41795504093170166},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.32155901193618774},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3069833517074585},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.2785415053367615},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.23996922373771667},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.14129143953323364},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/faia200588","is_oa":false,"landing_page_url":"https://doi.org/10.3233/faia200588","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"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.8399999737739563,"id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2366107444","https://openalex.org/W4388145910","https://openalex.org/W2381570729","https://openalex.org/W1976205134","https://openalex.org/W2466887110","https://openalex.org/W2068485906","https://openalex.org/W4389933916","https://openalex.org/W2314032432","https://openalex.org/W2335893660","https://openalex.org/W2086409382"],"abstract_inverted_index":{"Nowadays,":[0],"industrialization":[1],"and":[2,25,67,92,133,157],"urbanization":[3],"have":[4,30],"led":[5],"to":[6,54,78,87,145,171],"increasing":[7],"stress":[8,37,65,122,149,169],"levels":[9,66],"in":[10,38,80,127,136],"many":[11],"countries.":[12],"Primarily,":[13],"it":[14],"starts":[15],"having":[16],"an":[17,32,173],"impact":[18],"on":[19,63],"vulnerable":[20],"populations,":[21],"e.g.,":[22],"college":[23,76],"students":[24,77],"physicians.":[26],"While":[27],"previous":[28],"works":[29],"reported":[31],"alarmingly":[33],"high":[34],"rate":[35],"of":[36,58,74,98,130,167],"students,":[39],"little":[40],"is":[41,123],"known":[42],"about":[43],"whether":[44],"there":[45],"are":[46],"stress-related":[47],"brain":[48,68,107,155],"activity":[49,109,129],"changes.":[50],"This":[51],"study":[52,163],"aims":[53],"examine":[55],"the":[56,88,101,128,131,137,165],"effects":[57],"a":[59,72,96,112,141,158],"realistic":[60],"stressor":[61],"(examination)":[62],"students\u2019":[64],"activities.":[69],"We":[70,139],"selected":[71],"cohort":[73],"16":[75],"participate":[79],"this":[81],"study.":[82],"Each":[83],"subject":[84],"was":[85],"invited":[86],"laboratory":[89],"twice":[90],"(pre-exam":[91],"in-exam)":[93],"for":[94,177],"completing":[95],"package":[97],"questionnaires.":[99],"At":[100],"same":[102],"time,":[103],"we":[104],"measure":[105],"their":[106],"physiological":[108],"by":[110],"using":[111,151],"portable":[113],"EEG":[114],"recorder.":[115],"Our":[116],"data":[117],"reveal":[118],"that":[119],"examination-":[120],"induced":[121],"associated":[124],"with":[125],"changes":[126],"occipital":[132],"parietal-temporal":[134],"areas":[135],"brain.":[138],"construct":[140],"machine":[142],"learning":[143,175],"framework":[144],"estimate":[146],"each":[147],"student\u2019s":[148],"level":[150],"features":[152],"extracted":[153],"from":[154],"activities":[156],"classification":[159],"method.":[160],"Finally,":[161],"our":[162],"underlines":[164],"necessity":[166],"applying":[168],"intervention":[170],"create":[172],"optimal":[174],"environment":[176],"students.":[178]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}