{"id":"https://openalex.org/W2989466752","doi":"https://doi.org/10.1504/ijbis.2020.10025386","title":"Predicting Student Performance: A Classification Model Using Machine Learning Algorithms","display_name":"Predicting Student Performance: A Classification Model Using Machine Learning Algorithms","publication_year":2019,"publication_date":"2019-11-17","ids":{"openalex":"https://openalex.org/W2989466752","doi":"https://doi.org/10.1504/ijbis.2020.10025386","mag":"2989466752"},"language":"en","primary_location":{"id":"doi:10.1504/ijbis.2020.10025386","doi":"https://doi.org/10.1504/ijbis.2020.10025386","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijbis.2020.10025386","pdf_url":null,"source":{"id":"https://openalex.org/S146555279","display_name":"International Journal of Business Information Systems","issn_l":"1746-0972","issn":["1746-0972","1746-0980"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-c","anvur-scientific","cwts-core","fnege-4","jufo-1","norway-1","poland-40","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Business Information Systems","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5005930074","display_name":"Aisha Zaid","orcid":"https://orcid.org/0000-0002-1716-9510","observed_orcids":["https://orcid.org/0000-0002-1716-9510"]},"institutions":[{"id":"https://openalex.org/I157392197","display_name":"Hashemite University","ror":"https://ror.org/04a1r5z94","country_code":"JO","type":"education","lineage":["https://openalex.org/I157392197"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Aisha Deeb Basheer Zaid","raw_affiliation_strings":["Department of Software Engineering, Faculty of Prince Al-Hussein Bin Abdallah II for Information Technology, The Hashemite University, P.O. Box 330127, Zarqa 13133, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Software Engineering, Faculty of Prince Al-Hussein Bin Abdallah II for Information Technology, The Hashemite University, P.O. Box 330127, Zarqa 13133, Jordan","institution_ids":["https://openalex.org/I157392197"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032374339","display_name":"Ala\u2019a Al-shdaifat","orcid":"https://orcid.org/0000-0002-2905-1720","observed_orcids":["https://orcid.org/0000-0002-2905-1720"]},"institutions":[{"id":"https://openalex.org/I157392197","display_name":"Hashemite University","ror":"https://ror.org/04a1r5z94","country_code":"JO","type":"education","lineage":["https://openalex.org/I157392197"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Ala\\\\'a Ahmad Helael Alshdaifat","raw_affiliation_strings":["Department of Computer Information System, Faculty of Prince Al-Hussein Bin Abdallah II for Information Technology, The Hashemite University, P.O. Box 330127, Zarqa 13133, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Information System, Faculty of Prince Al-Hussein Bin Abdallah II for Information Technology, The Hashemite University, P.O. Box 330127, Zarqa 13133, Jordan","institution_ids":["https://openalex.org/I157392197"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049269609","display_name":"Esra\u2019a Alshdaifat","orcid":"https://orcid.org/0000-0002-0551-0849","observed_orcids":["https://orcid.org/0000-0002-0551-0849"]},"institutions":[{"id":"https://openalex.org/I157392197","display_name":"Hashemite University","ror":"https://ror.org/04a1r5z94","country_code":"JO","type":"education","lineage":["https://openalex.org/I157392197"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Esra\\\\'a Ahmad Helael Alshdaifat","raw_affiliation_strings":["Department of Computer Information System, Faculty of Prince Al-Hussein Bin Abdallah II for Information Technology, The Hashemite University, P.O. Box 330127, Zarqa 13133, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Information System, Faculty of Prince Al-Hussein Bin Abdallah II for Information Technology, The Hashemite University, P.O. Box 330127, Zarqa 13133, Jordan","institution_ids":["https://openalex.org/I157392197"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I157392197"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"1","issue":"1","first_page":"1","last_page":"1"},"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":1.0},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"educational data mining","score":0.7919999957084656},{"id":"https://openalex.org/keywords/feature-selection","display_name":"feature selection","score":0.8980000019073486},{"id":"https://openalex.org/keywords/classification-models","display_name":"classification models","score":0.800000011920929},{"id":"https://openalex.org/keywords/academic-achievement","display_name":"academic performance","score":0.6439999938011169},{"id":"https://openalex.org/keywords/educational-databases","display_name":"educational databases","score":0.5920000076293945},{"id":"https://openalex.org/keywords/feature-dimensionality","display_name":"feature dimensionality","score":0.6060000061988831}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7821033000946045},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6881774663925171},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5708276033401489},{"id":"https://openalex.org/C2986206625","wikidata":"https://www.wikidata.org/wiki/Q18185","display_name":"Student achievement","level":3,"score":0.5599262714385986},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5491058826446533},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.41507527232170105},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.41449007391929626},{"id":"https://openalex.org/C2777115002","wikidata":"https://www.wikidata.org/wiki/Q7168246","display_name":"Performance prediction","level":2,"score":0.4142468273639679},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.344354510307312},{"id":"https://openalex.org/C2781206393","wikidata":"https://www.wikidata.org/wiki/Q2748419","display_name":"Academic achievement","level":2,"score":0.2087136209011078},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.14008402824401855},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.09418123960494995},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07873502373695374}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1504/ijbis.2020.10025386","doi":"https://doi.org/10.1504/ijbis.2020.10025386","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijbis.2020.10025386","pdf_url":null,"source":{"id":"https://openalex.org/S146555279","display_name":"International Journal of Business Information Systems","issn_l":"1746-0972","issn":["1746-0972","1746-0980"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-c","anvur-scientific","cwts-core","fnege-4","jufo-1","norway-1","poland-40","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Business Information Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality education","score":0.9235000014305115,"id":"https://metadata.un.org/sdg/4"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4407638268","https://openalex.org/W7155001170","https://openalex.org/W4226296534","https://openalex.org/W4403208606","https://openalex.org/W4410372086","https://openalex.org/W4403183976","https://openalex.org/W4407019197","https://openalex.org/W4384931383","https://openalex.org/W4398229368","https://openalex.org/W3046737050"],"abstract_inverted_index":{"With":[0],"the":[1,55,89,100,104],"increasing":[2],"availability":[3],"of":[4,8,91],"educational":[5],"databases,":[6],"extraction":[7],"interesting":[9],"patterns":[10,23],"and":[11,19],"relationships":[12],"from":[13],"such":[14],"data":[15],"becomes":[16],"extremely":[17],"attractive":[18],"challenging.":[20],"Discovering":[21],"implicit":[22],"related":[24],"to":[25,31,73],"student":[26,33,39,60,67,92],"performance":[27,40,61,68,93],"is":[28,43,52,96],"potentially":[29],"helpful":[30],"enhance":[32],"achievement.":[34],"In":[35,71],"this":[36,75],"paper,":[37],"a":[38],"prediction":[41,69,94],"model":[42,95],"generated":[44],"utilising":[45],"machine":[46],"learning":[47],"algorithms.":[48],"The":[49,83],"central":[50],"idea":[51],"that":[53,58,88],"identifying":[54],"dominant":[56],"features":[57],"affect":[59],"results":[62,86],"in":[63,103],"generating":[64],"an":[65],"effective":[66],"model.":[70],"order":[72],"achieve":[74],"goal":[76],"different":[77],"feature":[78],"selection":[79],"approaches":[80],"are":[81],"considered.":[82],"reported":[84],"experimental":[85],"indicated":[87],"effectiveness":[90],"significantly":[97],"affected":[98],"by":[99],"dimensions":[101],"featured":[102],"considered":[105],"dataset.":[106]},"counts_by_year":[],"updated_date":"2026-10-01T08:54:57.152042","created_date":"2019-11-22T00:00:00"}
