{"id":"https://openalex.org/W3204090903","doi":"https://doi.org/10.52584/qrj.1901.16","title":"Students\u2019 Class Performance Prediction Using Machine Learning Classifiers","display_name":"Students\u2019 Class Performance Prediction Using Machine Learning Classifiers","publication_year":2021,"publication_date":"2021-06-30","ids":{"openalex":"https://openalex.org/W3204090903","doi":"https://doi.org/10.52584/qrj.1901.16","mag":"3204090903"},"language":"en","primary_location":{"id":"doi:10.52584/qrj.1901.16","doi":"https://doi.org/10.52584/qrj.1901.16","is_oa":true,"landing_page_url":"https://doi.org/10.52584/qrj.1901.16","pdf_url":"http://publications.quest.edu.pk/ojs-3.1.1-4/index.php/qrj/article/download/327/110","source":{"id":"https://openalex.org/S4210190306","display_name":"Quaid-e-Awam University Research Journal of Engineering Science & Technology","issn_l":"1605-8607","issn":["1605-8607","2523-0379"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quaid-e-Awam University Research Journal of Engineering Science &amp; Technology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"http://publications.quest.edu.pk/ojs-3.1.1-4/index.php/qrj/article/download/327/110","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101408617","display_name":"Adeel Rafi Ahmed","orcid":"https://orcid.org/0000-0001-7733-3370","observed_orcids":["https://orcid.org/0000-0001-7733-3370"]},"institutions":[{"id":"https://openalex.org/I39063666","display_name":"University of Catania","ror":"https://ror.org/03a64bh57","country_code":"IT","type":"education","lineage":["https://openalex.org/I39063666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Adeel Ahmed","raw_affiliation_strings":["Department of Commerce and Data Science, University of Catania, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Commerce and Data Science, University of Catania, Italy","institution_ids":["https://openalex.org/I39063666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110327344","display_name":"Kamlesh Kumar","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1281802846","display_name":"Sindh Madressatul Islam University","ror":"https://ror.org/00467a196","country_code":"PK","type":"education","lineage":["https://openalex.org/I1281802846"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Kamlesh Kumar","raw_affiliation_strings":["Department of Software Engineering, Sindh Madressatul Islam University, Karachi"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Software Engineering, Sindh Madressatul Islam University, Karachi","institution_ids":["https://openalex.org/I1281802846"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018808587","display_name":"Mansoor Ahmed Khuhro","orcid":"https://orcid.org/0000-0002-2447-9816","observed_orcids":["https://orcid.org/0000-0002-2447-9816"]},"institutions":[{"id":"https://openalex.org/I1281802846","display_name":"Sindh Madressatul Islam University","ror":"https://ror.org/00467a196","country_code":"PK","type":"education","lineage":["https://openalex.org/I1281802846"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Mansoor A. Khuhro","raw_affiliation_strings":["Department of Computer Science, Sindh Madressatul Islam University, Karachi"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Sindh Madressatul Islam University, Karachi","institution_ids":["https://openalex.org/I1281802846"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090389034","display_name":"Asif Ali Wagan","orcid":"https://orcid.org/0000-0003-1410-5180","observed_orcids":["https://orcid.org/0000-0003-1410-5180"]},"institutions":[{"id":"https://openalex.org/I1281802846","display_name":"Sindh Madressatul Islam University","ror":"https://ror.org/00467a196","country_code":"PK","type":"education","lineage":["https://openalex.org/I1281802846"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Asif A. Wagan","raw_affiliation_strings":["Department of Computer Science, Sindh Madressatul Islam University, Karachi"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Sindh Madressatul Islam University, Karachi","institution_ids":["https://openalex.org/I1281802846"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002104347","display_name":"Imtiaz Ali Halepoto","orcid":"https://orcid.org/0000-0001-5432-7365","observed_orcids":["https://orcid.org/0000-0001-5432-7365"]},"institutions":[{"id":"https://openalex.org/I65146876","display_name":"Quaid-e-Awam University of Engineering, Science and Technology","ror":"https://ror.org/01t34b131","country_code":"PK","type":"education","lineage":["https://openalex.org/I65146876"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Imtiaz A. Halepoto","raw_affiliation_strings":["Department of Software Engineering, QUEST Nawabshah, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Software Engineering, QUEST Nawabshah, Pakistan","institution_ids":["https://openalex.org/I65146876"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016519850","display_name":"Rafaqat Hussain Arain","orcid":"https://orcid.org/0009-0008-7303-4849","observed_orcids":["https://orcid.org/0009-0008-7303-4849"]},"institutions":[{"id":"https://openalex.org/I45164037","display_name":"Shah Abdul Latif University","ror":"https://ror.org/02s232b27","country_code":"PK","type":"education","lineage":["https://openalex.org/I45164037"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Rafaqat H. Arain","raw_affiliation_strings":["Department of Computer Science, Shah Abdul Latif University, Khairpur Mirs"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Shah Abdul Latif University, Khairpur Mirs","institution_ids":["https://openalex.org/I45164037"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"19","issue":"1","first_page":"112","last_page":"121"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":1.0,"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":1.0,"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":0.0,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.0,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/academic-performance-prediction","display_name":"student performance prediction","score":0.8489999771118164},{"id":"https://openalex.org/keywords/academic-achievement","display_name":"academic performance","score":0.6809999942779541},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"educational data mining","score":0.968999981880188},{"id":"https://openalex.org/keywords/classifiers","display_name":"machine learning classifiers","score":0.8240000009536743},{"id":"https://openalex.org/keywords/bagging","display_name":"bagging","score":0.781000018119812},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.9959999918937683},{"id":"https://openalex.org/keywords/academic-records","display_name":"academic records","score":0.5600000023841858},{"id":"https://openalex.org/keywords/computer-science-students","display_name":"computer science students","score":0.6079999804496765},{"id":"https://openalex.org/keywords/weka","display_name":"WEKA","score":0.5659999847412109}],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7181532979011536},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6901648044586182},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6898743510246277},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6827164888381958},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6669102311134338},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.5591699481010437},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.48590222001075745},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.4747132360935211},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.47136083245277405},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.4140908718109131},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4126327931880951},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0722355842590332},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.52584/qrj.1901.16","doi":"https://doi.org/10.52584/qrj.1901.16","is_oa":true,"landing_page_url":"https://doi.org/10.52584/qrj.1901.16","pdf_url":"http://publications.quest.edu.pk/ojs-3.1.1-4/index.php/qrj/article/download/327/110","source":{"id":"https://openalex.org/S4210190306","display_name":"Quaid-e-Awam University Research Journal of Engineering Science & Technology","issn_l":"1605-8607","issn":["1605-8607","2523-0379"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quaid-e-Awam University Research Journal of Engineering Science &amp; Technology","raw_type":"journal-article"},{"id":"pmh:oai:zenodo.org:132033","doi":null,"is_oa":true,"landing_page_url":"https://www.openaccessrepository.it/record/132033","pdf_url":null,"source":{"id":"https://openalex.org/S4306402478","display_name":"INFM-OAR (INFN Catania)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210116497","host_organization_name":"Istituto Nazionale di Fisica Nucleare, Sezione di Catania","host_organization_lineage":["https://openalex.org/I4210116497"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.52584/qrj.1901.16","doi":"https://doi.org/10.52584/qrj.1901.16","is_oa":true,"landing_page_url":"https://doi.org/10.52584/qrj.1901.16","pdf_url":"http://publications.quest.edu.pk/ojs-3.1.1-4/index.php/qrj/article/download/327/110","source":{"id":"https://openalex.org/S4210190306","display_name":"Quaid-e-Awam University Research Journal of Engineering Science & Technology","issn_l":"1605-8607","issn":["1605-8607","2523-0379"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quaid-e-Awam University Research Journal of Engineering Science &amp; Technology","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.9235000014305115,"id":"https://metadata.un.org/sdg/4","display_name":"Quality education"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3204090903.pdf","grobid_xml":"https://content.openalex.org/works/W3204090903.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W109702185","https://openalex.org/W1596168918","https://openalex.org/W1597268399","https://openalex.org/W1673075472","https://openalex.org/W1998924980","https://openalex.org/W2053868870","https://openalex.org/W2150364563","https://openalex.org/W2335086884","https://openalex.org/W2531930418","https://openalex.org/W2543271749","https://openalex.org/W2572386335","https://openalex.org/W2784147306","https://openalex.org/W2966741169","https://openalex.org/W2970787375","https://openalex.org/W3003720309","https://openalex.org/W3021330380","https://openalex.org/W3026875471","https://openalex.org/W6663752102"],"related_works":["https://openalex.org/W4200306072","https://openalex.org/W2942651783","https://openalex.org/W7220745560","https://openalex.org/W4352998066","https://openalex.org/W4287748700","https://openalex.org/W4402131970","https://openalex.org/W6968368291","https://openalex.org/W4415565731","https://openalex.org/W4394061795","https://openalex.org/W4401521691"],"abstract_inverted_index":{"Nowadays,":[0],"educational":[1],"data":[2,47,68,79],"mining":[3,69],"is":[4],"being":[5],"employed":[6],"as":[7],"assessing":[8],"tool":[9,70],"for":[10,41,74],"study":[11],"and":[12,63,82,93,122],"analysis":[13],"of":[14,48,57,118,137],"hidden":[15],"patterns":[16],"in":[17,116,135,155],"academic":[18,27,39,139,158],"databases":[19],"which":[20,141],"can":[21,142],"be":[22,144],"used":[23,73,145],"to":[24,98,146,150],"predict":[25],"student\u2019s":[26],"performance.":[28],"This":[29],"paper":[30],"implements":[31],"various":[32],"machine":[33],"learning":[34],"classification":[35],"techniques":[36],"on":[37],"students\u2019":[38,138],"records":[40],"results":[42,103],"predication.":[43],"For":[44,84],"this":[45],"purpose,":[46],"MS(CS)":[49],"students":[50,154],"were":[51,89],"collected":[52],"from":[53],"a":[54],"public":[55],"university":[56],"Pakistan":[58],"through":[59],"their":[60,157],"assignments,":[61],"quizzes,":[62],"sessional":[64],"marks.":[65],"The":[66,102,125],"WEKA":[67],"has":[71],"been":[72],"performing":[75],"all":[76],"experiments":[77],"namely,":[78],"pre-processing,":[80],"classification,":[81],"visualization.":[83],"performance":[85,140],"measure,":[86],"classifier":[87,107],"models":[88],"trained":[90],"with":[91,109],"3-":[92],"10-fold":[94],"cross":[95],"validation":[96],"methods":[97],"evaluate":[99],"classifiers'":[100],"accuracy.":[101],"show":[104],"that":[105,129],"bagging":[106],"combined":[108],"support":[110],"vector":[111],"machines":[112],"outperform":[113],"other":[114],"classifiers":[115],"terms":[117],"accuracy,":[119],"precision,":[120],"recall,":[121],"F-measure":[123],"score.":[124],"obtained":[126],"outcomes":[127],"confirm":[128],"our":[130],"research":[131],"provides":[132],"significant":[133],"contribution":[134],"prediction":[136],"ultimately":[143],"assists":[147],"faculty":[148],"members":[149],"focus":[151],"low":[152],"grades":[153],"improving":[156],"records.":[159]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2021-10-11T00:00:00"}
