{"id":"https://openalex.org/W7154182180","doi":"https://doi.org/10.1109/icbet66094.2025.11470004","title":"EEG-Based Personality Assessment with Potential Implications for Career Development","display_name":"EEG-Based Personality Assessment with Potential Implications for Career Development","publication_year":2025,"publication_date":"2025-06-27","ids":{"openalex":"https://openalex.org/W7154182180","doi":"https://doi.org/10.1109/icbet66094.2025.11470004"},"language":null,"primary_location":{"id":"doi:10.1109/icbet66094.2025.11470004","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icbet66094.2025.11470004","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 15th International Conference on Biomedical Engineering and Technology (ICBET)","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/A5133538386","display_name":"Jia-Zhen Xie","orcid":null},"institutions":[{"id":"https://openalex.org/I192703390","display_name":"Ming Chuan University","ror":"https://ror.org/02pgvzy25","country_code":"TW","type":"education","lineage":["https://openalex.org/I192703390"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Jia-Zhen Xie","raw_affiliation_strings":["Ming Chuan University,Department of Biomedical Engineering,Taoyuan City,Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ming Chuan University,Department of Biomedical Engineering,Taoyuan City,Taiwan","institution_ids":["https://openalex.org/I192703390"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053787158","display_name":"Chia\u2010Yen Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I151221077","display_name":"Chung Yuan Christian University","ror":"https://ror.org/02w8ws377","country_code":"TW","type":"education","lineage":["https://openalex.org/I151221077"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chia-Yen Yang","raw_affiliation_strings":["Chung Yuan Christian University,Department of Biomedical Engineering,Taoyuan City,Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chung Yuan Christian University,Department of Biomedical Engineering,Taoyuan City,Taiwan","institution_ids":["https://openalex.org/I151221077"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5133529245","display_name":"Si-Wei Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I192703390","display_name":"Ming Chuan University","ror":"https://ror.org/02pgvzy25","country_code":"TW","type":"education","lineage":["https://openalex.org/I192703390"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Si-Wei Chen","raw_affiliation_strings":["Ming Chuan University,Department of Biomedical Engineering,Taoyuan City,Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ming Chuan University,Department of Biomedical Engineering,Taoyuan City,Taiwan","institution_ids":["https://openalex.org/I192703390"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.80826974,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"40","last_page":"44"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10813","display_name":"Sport Psychology and Performance","score":0.07440000027418137,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational 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/T10813","display_name":"Sport Psychology and Performance","score":0.07440000027418137,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational 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/T12848","display_name":"Psychological Testing and Assessment","score":0.05869999900460243,"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"}},{"id":"https://openalex.org/T11040","display_name":"Personality Traits and Psychology","score":0.051100000739097595,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical 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/career-development","display_name":"Career development","score":0.6352999806404114},{"id":"https://openalex.org/keywords/personality","display_name":"Personality","score":0.47440001368522644},{"id":"https://openalex.org/keywords/career-counseling","display_name":"Career counseling","score":0.33059999346733093},{"id":"https://openalex.org/keywords/personality-assessment-inventory","display_name":"Personality Assessment Inventory","score":0.30309998989105225},{"id":"https://openalex.org/keywords/big-five-personality-traits","display_name":"Big Five personality traits","score":0.2831000089645386}],"concepts":[{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.6951000094413757},{"id":"https://openalex.org/C2777247013","wikidata":"https://www.wikidata.org/wiki/Q5038939","display_name":"Career development","level":2,"score":0.6352999806404114},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.4790000021457672},{"id":"https://openalex.org/C187288502","wikidata":"https://www.wikidata.org/wiki/Q641118","display_name":"Personality","level":2,"score":0.47440001368522644},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.336899995803833},{"id":"https://openalex.org/C2777393702","wikidata":"https://www.wikidata.org/wiki/Q741939","display_name":"Career counseling","level":2,"score":0.33059999346733093},{"id":"https://openalex.org/C174010058","wikidata":"https://www.wikidata.org/wiki/Q7170643","display_name":"Personality Assessment Inventory","level":3,"score":0.30309998989105225},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.2867000102996826},{"id":"https://openalex.org/C2865642","wikidata":"https://www.wikidata.org/wiki/Q378132","display_name":"Big Five personality traits","level":3,"score":0.2831000089645386},{"id":"https://openalex.org/C69897798","wikidata":"https://www.wikidata.org/wiki/Q3520110","display_name":"Personality development","level":3,"score":0.2806999981403351},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.2563000023365021}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icbet66094.2025.11470004","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icbet66094.2025.11470004","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 15th International Conference on Biomedical Engineering and Technology (ICBET)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1965481764","https://openalex.org/W2049836840","https://openalex.org/W2057915139","https://openalex.org/W2058818389","https://openalex.org/W2090779695","https://openalex.org/W2162090451","https://openalex.org/W2731964405","https://openalex.org/W2889318437","https://openalex.org/W2959916692","https://openalex.org/W2994371856","https://openalex.org/W3086280534","https://openalex.org/W3205372603","https://openalex.org/W4281644280","https://openalex.org/W4294930926","https://openalex.org/W4376638660","https://openalex.org/W4380683337","https://openalex.org/W4387060174","https://openalex.org/W4390372384"],"related_works":[],"abstract_inverted_index":{"This":[0],"study":[1],"presents":[2],"an":[3,94],"EEG-based":[4],"system":[5],"employing":[6],"machine":[7],"learning":[8],"to":[9,17,32,75],"predict":[10],"the":[11,19,86,130],"Big":[12],"Five":[13],"personality":[14,38,136],"traits,":[15],"aiming":[16],"enhance":[18],"objectivity":[20],"of":[21,97,102],"assessments":[22],"in":[23,141],"career":[24,142],"planning.":[25],"Seventeen":[26],"participants":[27],"viewed":[28],"trait-related":[29],"images":[30],"designed":[31],"elicit":[33],"self-referential":[34],"responses":[35],"aligned":[36],"with":[37,63,93],"scale":[39],"items.":[40],"EEG":[41],"signals":[42],"were":[43,58,73,114],"recorded":[44],"from":[45],"29":[46],"scalp":[47],"channels,":[48],"and":[49,66,78,99,144],"power":[50],"spectral":[51],"density":[52],"features":[53],"across":[54,116],"five":[55,70,82],"frequency":[56],"bands":[57],"extracted.":[59],"Utilizing":[60],"XGBoost":[61],"classifiers":[62],"Leave-One-Subject-Out":[64],"validation":[65],"SHAP-based":[67],"feature":[68,121],"selection,":[69],"binary":[71],"models":[72],"trained":[74,84],"classify":[76],"high":[77],"low":[79],"scorers.":[80],"Using":[81],"independently":[83],"models,":[85],"proposed":[87],"method":[88],"achieved":[89],"robust":[90],"classification":[91],"performance,":[92],"average":[95],"accuracy":[96],"78.4%":[98],"a":[100],"peak":[101],"<tex":[103],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[104],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$94.1":[105],"{\\%}":[106],"(\\pm":[107],"0.18":[108],"{\\%})$</tex>":[109],"for":[110,133],"Conscientiousness.":[111],"Performance":[112],"improvements":[113],"observed":[115],"all":[117],"traits":[118],"following":[119],"targeted":[120],"reduction,":[122],"while":[123],"maintaining":[124],"model":[125],"interpretability.":[126],"These":[127],"findings":[128],"demonstrate":[129],"system's":[131],"potential":[132],"objective,":[134],"EEG-driven":[135],"profiling,":[137],"offering":[138],"practical":[139],"applications":[140],"guidance":[143],"talent":[145],"development.":[146]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-04-14T00:00:00"}