{"id":"https://openalex.org/W4321489028","doi":"https://doi.org/10.1109/icaic57335.2023.10044179","title":"Decision Tree Algorithm for Depression Diagnosis from Facial Images","display_name":"Decision Tree Algorithm for Depression Diagnosis from Facial Images","publication_year":2023,"publication_date":"2023-02-07","ids":{"openalex":"https://openalex.org/W4321489028","doi":"https://doi.org/10.1109/icaic57335.2023.10044179"},"language":"en","primary_location":{"id":"doi:10.1109/icaic57335.2023.10044179","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaic57335.2023.10044179","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 2nd International Conference on AI in Cybersecurity (ICAIC)","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/A5037818238","display_name":"Daegil Choi","orcid":"https://orcid.org/0009-0003-5856-5282"},"institutions":[{"id":"https://openalex.org/I152238500","display_name":"Chosun University","ror":"https://ror.org/01zt9a375","country_code":"KR","type":"education","lineage":["https://openalex.org/I152238500"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Daegil Choi","raw_affiliation_strings":["Chosun University,AI Healthcare Research Center,Department of IT Fusion Technology,Gwangju,Korea,61452"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chosun University,AI Healthcare Research Center,Department of IT Fusion Technology,Gwangju,Korea,61452","institution_ids":["https://openalex.org/I152238500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081936566","display_name":"Gengjia Zhang","orcid":"https://orcid.org/0000-0001-8479-2903"},"institutions":[{"id":"https://openalex.org/I152238500","display_name":"Chosun University","ror":"https://ror.org/01zt9a375","country_code":"KR","type":"education","lineage":["https://openalex.org/I152238500"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Gengjia Zhang","raw_affiliation_strings":["Chosun University,AI Healthcare Research Center,Department of IT Fusion Technology,Gwangju,Korea,61452"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chosun University,AI Healthcare Research Center,Department of IT Fusion Technology,Gwangju,Korea,61452","institution_ids":["https://openalex.org/I152238500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066508225","display_name":"Siho Shin","orcid":"https://orcid.org/0000-0001-7125-7856"},"institutions":[{"id":"https://openalex.org/I152238500","display_name":"Chosun University","ror":"https://ror.org/01zt9a375","country_code":"KR","type":"education","lineage":["https://openalex.org/I152238500"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Siho Shin","raw_affiliation_strings":["Chosun University,AI Healthcare Research Center,Department of IT Fusion Technology,Gwangju,Korea,61452"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chosun University,AI Healthcare Research Center,Department of IT Fusion Technology,Gwangju,Korea,61452","institution_ids":["https://openalex.org/I152238500"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103037153","display_name":"Jaehyo Jung","orcid":"https://orcid.org/0000-0003-1852-3267"},"institutions":[{"id":"https://openalex.org/I152238500","display_name":"Chosun University","ror":"https://ror.org/01zt9a375","country_code":"KR","type":"education","lineage":["https://openalex.org/I152238500"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jaehyo Jung","raw_affiliation_strings":["Chosun University,AI Healthcare Research Center,Department of IT Fusion Technology,Gwangju,Korea,61452"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chosun University,AI Healthcare Research Center,Department of IT Fusion Technology,Gwangju,Korea,61452","institution_ids":["https://openalex.org/I152238500"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I152238500"],"apc_list":null,"apc_paid":null,"fwci":0.4354,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.62473459,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9889000058174133,"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":0.9889000058174133,"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/T11448","display_name":"Face recognition and analysis","score":0.9492999911308289,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9484000205993652,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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/depression","display_name":"Depression (economics)","score":0.704265832901001},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.6418753862380981},{"id":"https://openalex.org/keywords/facial-expression","display_name":"Facial expression","score":0.6263904571533203},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.6157891154289246},{"id":"https://openalex.org/keywords/confusion-matrix","display_name":"Confusion matrix","score":0.6047926545143127},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5826828479766846},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5402076244354248},{"id":"https://openalex.org/keywords/confusion","display_name":"Confusion","score":0.5164899826049805},{"id":"https://openalex.org/keywords/gaze","display_name":"Gaze","score":0.5092743635177612},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5070221424102783},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.41636601090431213},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.4157978594303131},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37640106678009033},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.333803653717041},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.33229878544807434},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24318543076515198}],"concepts":[{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.704265832901001},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.6418753862380981},{"id":"https://openalex.org/C195704467","wikidata":"https://www.wikidata.org/wiki/Q327968","display_name":"Facial expression","level":2,"score":0.6263904571533203},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6157891154289246},{"id":"https://openalex.org/C138602881","wikidata":"https://www.wikidata.org/wiki/Q2709591","display_name":"Confusion matrix","level":2,"score":0.6047926545143127},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5826828479766846},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5402076244354248},{"id":"https://openalex.org/C2781140086","wikidata":"https://www.wikidata.org/wiki/Q557945","display_name":"Confusion","level":2,"score":0.5164899826049805},{"id":"https://openalex.org/C2779916870","wikidata":"https://www.wikidata.org/wiki/Q14467155","display_name":"Gaze","level":2,"score":0.5092743635177612},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5070221424102783},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.41636601090431213},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.4157978594303131},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37640106678009033},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.333803653717041},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.33229878544807434},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24318543076515198},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C11171543","wikidata":"https://www.wikidata.org/wiki/Q41630","display_name":"Psychoanalysis","level":1,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icaic57335.2023.10044179","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaic57335.2023.10044179","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 2nd International Conference on AI in Cybersecurity (ICAIC)","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":15,"referenced_works":["https://openalex.org/W2019418002","https://openalex.org/W2048533792","https://openalex.org/W2080562691","https://openalex.org/W2096976598","https://openalex.org/W2395639500","https://openalex.org/W2901225739","https://openalex.org/W2970029541","https://openalex.org/W2981677410","https://openalex.org/W3113162374","https://openalex.org/W3196871682","https://openalex.org/W3197558301","https://openalex.org/W4220916703","https://openalex.org/W4290049250","https://openalex.org/W6676218802","https://openalex.org/W6691669583"],"related_works":["https://openalex.org/W1880689012","https://openalex.org/W3014378845","https://openalex.org/W4366202965","https://openalex.org/W2349679704","https://openalex.org/W1969293528","https://openalex.org/W2082717302","https://openalex.org/W2291113340","https://openalex.org/W2570625548","https://openalex.org/W3154844368","https://openalex.org/W4361732610"],"abstract_inverted_index":{"Depression":[0],"refers":[1],"to":[2,10,22],"a":[3,49,55],"condition":[4],"in":[5,26],"which":[6],"mental":[7],"function":[8],"continues":[9],"deteriorate":[11],"and":[12,40,47,83],"adversely":[13],"affects":[14],"daily":[15],"life.":[16],"Therefore,":[17],"it":[18],"is":[19],"very":[20],"important":[21],"diagnose":[23],"depression":[24,53],"accurately":[25],"the":[27,62,70,75,90],"early":[28],"stages.":[29],"This":[30],"study":[31],"extracted":[32],"depression-related":[33],"features":[34],"such":[35],"as":[36],"head":[37],"pose,":[38],"gaze,":[39],"facial":[41,45],"expression":[42],"changes":[43],"from":[44],"images":[46],"proposed":[48,59],"model":[50,60],"for":[51,87],"diagnosing":[52],"using":[54,64],"decision":[56],"tree.":[57],"The":[58,67],"learned":[61],"data":[63],"two":[65],"databases.":[66],"performance":[68],"of":[69],"algorithm":[71],"was":[72],"evaluated":[73],"through":[74],"confusion":[76],"matrix,":[77],"receiver":[78],"operating":[79],"characteristic":[80],"(ROC)":[81],"curve,":[82],"achieved":[84],"value":[85],"0.99":[86],"area":[88],"under":[89],"curve":[91],"(AUC).":[92]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
