{"id":"https://openalex.org/W1624590394","doi":"https://doi.org/10.1109/inista.2015.7276754","title":"An alternative evaluation of post traumatic stress disorder with machine learning methods","display_name":"An alternative evaluation of post traumatic stress disorder with machine learning methods","publication_year":2015,"publication_date":"2015-09-01","ids":{"openalex":"https://openalex.org/W1624590394","doi":"https://doi.org/10.1109/inista.2015.7276754","mag":"1624590394"},"language":"en","primary_location":{"id":"doi:10.1109/inista.2015.7276754","is_oa":false,"landing_page_url":"https://doi.org/10.1109/inista.2015.7276754","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 International Symposium on Innovations in Intelligent SysTems and Applications (INISTA)","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/A5016508614","display_name":"Sevin\u00e7 \u0130lhan Omurca","orcid":"https://orcid.org/0000-0003-1214-9235"},"institutions":[{"id":"https://openalex.org/I51826884","display_name":"Kocaeli \u00dcniversitesi","ror":"https://ror.org/0411seq30","country_code":"TR","type":"education","lineage":["https://openalex.org/I51826884"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Sevinc Ilhan Omurca","raw_affiliation_strings":["Computer Engineering Department, Kocaeli University, Kocaeli, Turkey","[Computer Engineering Dept, Kocaeli University, Kocaeli, Turkey]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Engineering Department, Kocaeli University, Kocaeli, Turkey","institution_ids":["https://openalex.org/I51826884"]},{"raw_affiliation_string":"[Computer Engineering Dept, Kocaeli University, Kocaeli, Turkey]","institution_ids":["https://openalex.org/I51826884"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017388165","display_name":"Ekin Ek\u0131nc\u0131","orcid":"https://orcid.org/0000-0003-0658-592X"},"institutions":[{"id":"https://openalex.org/I51826884","display_name":"Kocaeli \u00dcniversitesi","ror":"https://ror.org/0411seq30","country_code":"TR","type":"education","lineage":["https://openalex.org/I51826884"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Ekin Ekinci","raw_affiliation_strings":["Computer Engineering Department, Kocaeli University, Kocaeli, Turkey","[Computer Engineering Dept, Kocaeli University, Kocaeli, Turkey]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Engineering Department, Kocaeli University, Kocaeli, Turkey","institution_ids":["https://openalex.org/I51826884"]},{"raw_affiliation_string":"[Computer Engineering Dept, Kocaeli University, Kocaeli, Turkey]","institution_ids":["https://openalex.org/I51826884"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9708,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.78635985,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.8306999802589417,"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":0.8306999802589417,"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/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.8209999799728394,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.807699978351593,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.7141625881195068},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6860309839248657},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6178441643714905},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.6062006950378418},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6041769981384277},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.5760110020637512},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.5654206275939941},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.558078408241272},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.40590032935142517},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.2748873233795166},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.10204207897186279}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7141625881195068},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6860309839248657},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6178441643714905},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.6062006950378418},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6041769981384277},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.5760110020637512},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.5654206275939941},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.558078408241272},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.40590032935142517},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2748873233795166},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.10204207897186279},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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":2,"locations":[{"id":"doi:10.1109/inista.2015.7276754","is_oa":false,"landing_page_url":"https://doi.org/10.1109/inista.2015.7276754","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 International Symposium on Innovations in Intelligent SysTems and Applications (INISTA)","raw_type":"proceedings-article"},{"id":"pmh:32a61954-8a43-4d57-9e76-e4b64821f368","is_oa":false,"landing_page_url":"https://avesis.kocaeli.edu.tr/publication/details/32a61954-8a43-4d57-9e76-e4b64821f368/oai","pdf_url":null,"source":{"id":"https://openalex.org/S7407055291","display_name":"Kocaeli \u00dcniversitesi - AVES\u0130S","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W349770100","https://openalex.org/W1495061682","https://openalex.org/W1512098439","https://openalex.org/W1513366687","https://openalex.org/W1593495836","https://openalex.org/W1967920812","https://openalex.org/W1969491632","https://openalex.org/W1969959732","https://openalex.org/W1976577386","https://openalex.org/W1977690335","https://openalex.org/W1978276764","https://openalex.org/W1981203691","https://openalex.org/W1984732187","https://openalex.org/W1988406745","https://openalex.org/W1997375683","https://openalex.org/W1998172506","https://openalex.org/W2001565634","https://openalex.org/W2003517299","https://openalex.org/W2004320486","https://openalex.org/W2012718379","https://openalex.org/W2027147487","https://openalex.org/W2029800614","https://openalex.org/W2031590924","https://openalex.org/W2032300448","https://openalex.org/W2046334230","https://openalex.org/W2060900973","https://openalex.org/W2067756271","https://openalex.org/W2088043202","https://openalex.org/W2088249484","https://openalex.org/W2093050026","https://openalex.org/W2097080550","https://openalex.org/W2098930218","https://openalex.org/W2100275048","https://openalex.org/W2109136332","https://openalex.org/W2109293916","https://openalex.org/W2116981799","https://openalex.org/W2118136070","https://openalex.org/W2133990480","https://openalex.org/W2140855119","https://openalex.org/W2141857460","https://openalex.org/W2150338496","https://openalex.org/W2151040995","https://openalex.org/W2152293902","https://openalex.org/W2314686227","https://openalex.org/W4285719527","https://openalex.org/W6611762666","https://openalex.org/W6630540995","https://openalex.org/W6676746716","https://openalex.org/W6677663019"],"related_works":["https://openalex.org/W1975632186","https://openalex.org/W3027745756","https://openalex.org/W3205213561","https://openalex.org/W2531880140","https://openalex.org/W2126145365","https://openalex.org/W2036609560","https://openalex.org/W346861917","https://openalex.org/W3024018414","https://openalex.org/W4386564352","https://openalex.org/W2952668426"],"abstract_inverted_index":{"In":[0,65],"the":[1,34,80,91,96,118,147,164,187],"world":[2,155],"we":[3,161],"live":[4],"in,":[5],"people":[6],"from":[7],"different":[8],"professions":[9],"are":[10,36,50,86,99,124,184],"at":[11],"increased":[12],"risk":[13],"for":[14,78,191],"depressive":[15],"symptoms":[16,190],"and":[17,32,61,88,139],"posttraumatic":[18],"stress":[19,82],"disorder":[20,83],"(PTSD)":[21,84],"due":[22,55],"to":[23,39,56,74,158,176],"hard":[24],"working":[25],"or":[26,168],"extreme":[27],"environmental":[28],"conditions.":[29],"Accurate":[30],"diagnosis":[31],"determining":[33],"causes":[35],"very":[37],"important":[38,119],"solve":[40],"these":[41],"kinds":[42],"of":[43,121,146,179],"psychological":[44],"problems.":[45],"Machine":[46],"learning":[47],"(ML)":[48],"techniques":[49,103],"gaining":[51],"popularity":[52],"in":[53],"neuroscience":[54],"their":[57],"high":[58],"diagnostic":[59],"capability":[60],"effective":[62],"classification":[63],"ability.":[64],"this":[66],"paper,":[67],"alternative":[68],"hybrid":[69],"systems":[70],"which":[71],"allowed":[72],"us":[73],"develop":[75],"automatic":[76],"classifiers":[77],"finding":[79],"Posttraumatic":[81],"patients":[85,170],"proposed":[87,92,148],"compared.":[89],"With":[90],"system,":[93],"not":[94],"only":[95],"PTSD":[97,167],"individuals":[98,165],"classified":[100],"by":[101,126],"ML":[102],"such":[104,132],"as":[105,133,166,186],"sequential":[106],"minimal":[107],"optimization":[108],"(SMO),":[109],"multilayer":[110],"perceptron":[111],"(MLP),":[112],"Na\u00efve":[113],"Bayes":[114],"(NB)":[115],"but":[116],"also":[117],"indications":[120],"patients'":[122],"trauma":[123],"determined":[125],"three":[127],"popular":[128],"feature":[129],"selection":[130,142],"methods":[131],"chi-square,":[134],"principal":[135],"component":[136],"analysis":[137],"(PCA)":[138],"correlation":[140],"based-feature":[141],"(CFS).":[143],"The":[144],"effectiveness":[145],"system":[149],"is":[150],"examined":[151],"on":[152],"a":[153],"real":[154],"dataset.":[156],"Due":[157],"obtained":[159],"results":[160],"can":[162],"estimate":[163],"NONPTSD":[169],"with":[171],"74-79%":[172],"accuracy":[173],"range,":[174],"further":[175],"that":[177],"instead":[178],"39":[180],"features":[181,183],"7":[182],"remarked":[185],"most":[188],"critical":[189],"PTSD.":[192]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}