{"id":"https://openalex.org/W4288684231","doi":"https://doi.org/10.29130/dubited.1017202","title":"\u00d6\u011frencilerin Dersteki Niteliklerinin Makine \u00d6\u011frenmesi Teknikleri Kullan\u0131larak S\u0131n\u0131fland\u0131r\u0131lmas\u0131","display_name":"\u00d6\u011frencilerin Dersteki Niteliklerinin Makine \u00d6\u011frenmesi Teknikleri Kullan\u0131larak S\u0131n\u0131fland\u0131r\u0131lmas\u0131","publication_year":2022,"publication_date":"2022-07-29","ids":{"openalex":"https://openalex.org/W4288684231","doi":"https://doi.org/10.29130/dubited.1017202"},"language":"tr","primary_location":{"id":"doi:10.29130/dubited.1017202","doi":"https://doi.org/10.29130/dubited.1017202","is_oa":true,"landing_page_url":"https://doi.org/10.29130/dubited.1017202","pdf_url":null,"source":{"id":"https://openalex.org/S4210230135","display_name":"D\u00fczce \u00dcniversitesi Bilim ve Teknoloji Dergisi","issn_l":"2148-2446","issn":["2148-2446"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","erih-plus","tr-dizin"],"host_organization":"https://openalex.org/P4310318352","host_organization_name":"D\u00fczce University","host_organization_lineage":["https://openalex.org/P4310318352"],"host_organization_lineage_names":["D\u00fczce University"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"D\u00fczce \u00dcniversitesi Bilim ve Teknoloji Dergisi","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.29130/dubited.1017202","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026118377","display_name":"Erc\u00fcment G\u00fcven\u00e7","orcid":"https://orcid.org/0000-0003-0053-9623","observed_orcids":["https://orcid.org/0000-0003-0053-9623"]},"institutions":[{"id":"https://openalex.org/I79946792","display_name":"Mu\u011fla University","ror":"https://ror.org/05n2cz176","country_code":"TR","type":"education","lineage":["https://openalex.org/I79946792"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Erc\u00fcment G\u00dcVEN\u00c7","raw_affiliation_strings":["MU\u011eLA SITKI KO\u00c7MAN \u00dcN\u0130VERS\u0130TES\u0130"],"raw_orcid":"https://orcid.org/0000-0003-0053-9623","affiliations":[{"raw_affiliation_string":"MU\u011eLA SITKI KO\u00c7MAN \u00dcN\u0130VERS\u0130TES\u0130","institution_ids":["https://openalex.org/I79946792"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008085039","display_name":"Murat Sakal","orcid":"https://orcid.org/0000-0001-6490-4795","observed_orcids":["https://orcid.org/0000-0001-6490-4795"]},"institutions":[{"id":"https://openalex.org/I79946792","display_name":"Mu\u011fla University","ror":"https://ror.org/05n2cz176","country_code":"TR","type":"education","lineage":["https://openalex.org/I79946792"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Murat SAKAL","raw_affiliation_strings":["MU\u011eLA SITKI KO\u00c7MAN \u00dcN\u0130VERS\u0130TES\u0130"],"raw_orcid":"https://orcid.org/0000-0001-6490-4795","affiliations":[{"raw_affiliation_string":"MU\u011eLA SITKI KO\u00c7MAN \u00dcN\u0130VERS\u0130TES\u0130","institution_ids":["https://openalex.org/I79946792"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025742750","display_name":"G\u00fcrcan \u00c7etin","orcid":"https://orcid.org/0000-0003-3186-2781","observed_orcids":["https://orcid.org/0000-0003-3186-2781"]},"institutions":[{"id":"https://openalex.org/I79946792","display_name":"Mu\u011fla University","ror":"https://ror.org/05n2cz176","country_code":"TR","type":"education","lineage":["https://openalex.org/I79946792"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"G\u00fcrcan \u00c7ET\u0130N","raw_affiliation_strings":["MU\u011eLA SITKI KO\u00c7MAN \u00dcN\u0130VERS\u0130TES\u0130, TEKNOLOJ\u0130 FAK\u00dcLTES\u0130, B\u0130L\u0130\u015e\u0130M S\u0130STEMLER\u0130 M\u00dcHEND\u0130SL\u0130\u011e\u0130 B\u00d6L\u00dcM\u00dc"],"raw_orcid":"https://orcid.org/0000-0003-3186-2781","affiliations":[{"raw_affiliation_string":"MU\u011eLA SITKI KO\u00c7MAN \u00dcN\u0130VERS\u0130TES\u0130, TEKNOLOJ\u0130 FAK\u00dcLTES\u0130, B\u0130L\u0130\u015e\u0130M S\u0130STEMLER\u0130 M\u00dcHEND\u0130SL\u0130\u011e\u0130 B\u00d6L\u00dcM\u00dc","institution_ids":["https://openalex.org/I79946792"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018415089","display_name":"Osman \u00d6zkaraca","orcid":"https://orcid.org/0000-0002-0964-8757","observed_orcids":["https://orcid.org/0000-0002-0964-8757"]},"institutions":[{"id":"https://openalex.org/I79946792","display_name":"Mu\u011fla University","ror":"https://ror.org/05n2cz176","country_code":"TR","type":"education","lineage":["https://openalex.org/I79946792"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Osman \u00d6ZKARACA","raw_affiliation_strings":["MU\u011eLA SITKI KO\u00c7MAN \u00dcN\u0130VERS\u0130TES\u0130, TEKNOLOJ\u0130 FAK\u00dcLTES\u0130, B\u0130L\u0130\u015e\u0130M S\u0130STEMLER\u0130 M\u00dcHEND\u0130SL\u0130\u011e\u0130 B\u00d6L\u00dcM\u00dc"],"raw_orcid":"https://orcid.org/0000-0002-0964-8757","affiliations":[{"raw_affiliation_string":"MU\u011eLA SITKI KO\u00c7MAN \u00dcN\u0130VERS\u0130TES\u0130, TEKNOLOJ\u0130 FAK\u00dcLTES\u0130, B\u0130L\u0130\u015e\u0130M S\u0130STEMLER\u0130 M\u00dcHEND\u0130SL\u0130\u011e\u0130 B\u00d6L\u00dcM\u00dc","institution_ids":["https://openalex.org/I79946792"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I79946792"],"apc_list":null,"apc_paid":null,"fwci":0.8274,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.7126899,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":97},"biblio":{"volume":"10","issue":"3","first_page":"1359","last_page":"1371"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9945999979972839,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9945999979972839,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.002099999925121665,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T12260","display_name":"Educational Technology and Pedagogy","score":0.0010999999940395355,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/academic-performance-prediction","display_name":"student performance prediction","score":0.8360000252723694},{"id":"https://openalex.org/keywords/student-classification","display_name":"student classification","score":0.38999998569488525},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.5830000042915344},{"id":"https://openalex.org/keywords/smote","display_name":"SMOTE","score":0.6809999942779541},{"id":"https://openalex.org/keywords/synthetic-minority-samples","display_name":"synthetic minority samples","score":0.7850000262260437},{"id":"https://openalex.org/keywords/k-nearest-neighbors","display_name":"k-nearest neighbors","score":0.8429999947547913},{"id":"https://openalex.org/keywords/data-augmentation","display_name":"data augmentation","score":0.45500001311302185},{"id":"https://openalex.org/keywords/computer-literacy","display_name":"computer literacy","score":0.4569999873638153},{"id":"https://openalex.org/keywords/educational-quality","display_name":"educational quality","score":0.43700000643730164}],"concepts":[{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.5483230352401733},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4080609083175659},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.35131412744522095},{"id":"https://openalex.org/C15708023","wikidata":"https://www.wikidata.org/wiki/Q80083","display_name":"Humanities","level":1,"score":0.3218122720718384},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.24882978200912476},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.08968216180801392}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.29130/dubited.1017202","doi":"https://doi.org/10.29130/dubited.1017202","is_oa":true,"landing_page_url":"https://doi.org/10.29130/dubited.1017202","pdf_url":null,"source":{"id":"https://openalex.org/S4210230135","display_name":"D\u00fczce \u00dcniversitesi Bilim ve Teknoloji Dergisi","issn_l":"2148-2446","issn":["2148-2446"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","erih-plus","tr-dizin"],"host_organization":"https://openalex.org/P4310318352","host_organization_name":"D\u00fczce University","host_organization_lineage":["https://openalex.org/P4310318352"],"host_organization_lineage_names":["D\u00fczce University"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"D\u00fczce \u00dcniversitesi Bilim ve Teknoloji Dergisi","raw_type":"journal-article"},{"id":"pmh:oai:dergipark.org.tr:article/1017202","doi":null,"is_oa":false,"landing_page_url":"https://dergipark.org.tr/tr/pub/dubited/issue/71289/1017202","pdf_url":null,"source":{"id":"https://openalex.org/S4306401840","display_name":"DergiPark (Istanbul University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67581229","host_organization_name":"Istanbul University","host_organization_lineage":["https://openalex.org/I67581229"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Duzce University Journal of Science and Technology","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:84a65f7862654afeb201b28a8b306805","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/84a65f7862654afeb201b28a8b306805","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"D\u00fczce \u00dcniversitesi Bilim ve Teknoloji Dergisi, Vol 10, Iss 3, Pp 1359-1371 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.29130/dubited.1017202","doi":"https://doi.org/10.29130/dubited.1017202","is_oa":true,"landing_page_url":"https://doi.org/10.29130/dubited.1017202","pdf_url":null,"source":{"id":"https://openalex.org/S4210230135","display_name":"D\u00fczce \u00dcniversitesi Bilim ve Teknoloji Dergisi","issn_l":"2148-2446","issn":["2148-2446"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","erih-plus","tr-dizin"],"host_organization":"https://openalex.org/P4310318352","host_organization_name":"D\u00fczce University","host_organization_lineage":["https://openalex.org/P4310318352"],"host_organization_lineage_names":["D\u00fczce University"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"D\u00fczce \u00dcniversitesi Bilim ve Teknoloji Dergisi","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.975600004196167,"display_name":"Quality education"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1627400044","https://openalex.org/W2032026767","https://openalex.org/W2122111042","https://openalex.org/W2136132422","https://openalex.org/W2148143831","https://openalex.org/W2753683282","https://openalex.org/W2920526737","https://openalex.org/W2962970583","https://openalex.org/W3015461837","https://openalex.org/W3016199669","https://openalex.org/W3022437778","https://openalex.org/W3022607879","https://openalex.org/W3049042346","https://openalex.org/W3167984217","https://openalex.org/W3216475965","https://openalex.org/W4232750513","https://openalex.org/W4239510810"],"related_works":["https://openalex.org/W4399997671","https://openalex.org/W4387148694","https://openalex.org/W7129643256","https://openalex.org/W7140589486","https://openalex.org/W4323041289","https://openalex.org/W4415812934","https://openalex.org/W4414068221","https://openalex.org/W4200095020","https://openalex.org/W4402554293","https://openalex.org/W2904356085"],"abstract_inverted_index":{"\u00d6\u011frencilerin":[0],"akademik":[1],"ba\u015far\u0131lar\u0131n\u0131":[2],"tahmin":[3,143],"etme":[4],"ve":[5,51,110],"eksik":[6],"olduklar\u0131":[7],"alanlar\u0131":[8],"giderme":[9],"anlam\u0131nda":[10],"yap\u0131lan":[11],"bu":[12],"\u00e7al\u0131\u015fma,":[13],"Bili\u015fim":[14],"Sistemleri":[15],"M\u00fchendisli\u011fine":[16],"Giri\u015f":[17],"dersi":[18],"alan":[19],"\u00f6\u011frencilere":[20,47],"uygulanm\u0131\u015ft\u0131r.":[21],"Bu":[22,64,129],"\u00f6\u011frencilerin":[23],"d\u00f6nem":[24,29],"ba\u015f\u0131":[25],"bilgisayar":[26],"bilgi":[27],"d\u00fczeylerinin,":[28],"sonunda":[30],"elde":[31],"ettikleri":[32],"ba\u015far\u0131":[33],"notu":[34],"\u00fczerine":[35],"etkisi":[36],"makine":[37,66,113],"\u00f6\u011frenmesi":[38,67,114],"y\u00f6ntemleri":[39],"uygulanarak":[40],"e\u011fitim":[41,50,131],"kalitesinin":[42],"artt\u0131r\u0131lmas\u0131":[43],"ama\u00e7lanm\u0131\u015ft\u0131r.":[44],"\u00c7al\u0131\u015fmaya":[45],"kat\u0131lan":[46],"ait":[48],"veriseti":[49],"test":[52,137],"verisi":[53],"olmak":[54],"\u00fczere":[55],"ayr\u0131ld\u0131\u011f\u0131nda":[56],"veri":[57,79,89],"yetersizli\u011finden":[58],"dolay\u0131":[59],"anlams\u0131z":[60],"sonu\u00e7lar":[61],"ortaya":[62],"\u00e7\u0131km\u0131\u015ft\u0131r.":[63],"nedenle":[65],"algoritmalar\u0131n\u0131n":[68],"ba\u015far\u0131m\u0131n\u0131":[69],"artt\u0131rmak":[70],"i\u00e7in":[71],"\u201cSentetik":[72],"Az\u0131nl\u0131k":[73],"\u00d6rneklem":[74],"Artt\u0131rma":[75],"Y\u00f6ntemi":[76],"(SMOTE)\u201d":[77],"\u00e7al\u0131\u015fmada":[78],"\u00e7o\u011faltma":[80,85],"tekni\u011fi":[81],"olarak":[82],"se\u00e7ilmi\u015ftir.":[83],"Veri":[84],"i\u015flemi":[86],"yap\u0131ld\u0131ktan":[87],"sonra,":[88],"seti":[90],"\u00fczerinde":[91],"uygulanan":[92],"K-en":[93],"yak\u0131n":[94,121],"kom\u015fu":[95],"(KNN),":[96],"Destek":[97],"vekt\u00f6r":[98],"makinesi":[99],"(DVM),":[100],"Lojistik":[101],"Regresyon":[102],"(LR),":[103],"Rasgele":[104],"Orman":[105],"(RF),":[106],"Karar":[107],"a\u011fa\u00e7lar\u0131":[108],"(DT)":[109],"Naive":[111],"Bayes":[112],"y\u00f6ntemlerine":[115],"g\u00f6re":[116],"en":[117,120],"iyi":[118],"sonucu":[119],"kom\u015fuluk-":[122],"KNN":[123],"algoritmas\u0131":[124],"ile":[125],"olu\u015fturulmu\u015f":[126],"model":[127],"vermi\u015ftir.":[128],"model,":[130],"setinden":[132],"ba\u011f\u0131ms\u0131z":[133],"300":[134],"\u00f6\u011frenciden":[135],"olu\u015fan":[136],"verisinin":[138],"s\u0131n\u0131fland\u0131rma":[139],"i\u015flemini,":[140],"%97.66":[141],"do\u011frulukla":[142],"etmi\u015ftir.":[144]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2022-07-30T00:00:00"}