{"id":"https://openalex.org/W4392905460","doi":"https://doi.org/10.1109/acit58888.2023.10453712","title":"Predicting Student Grade Point Average: Comparison of Machine Learning Regression Algorithms","display_name":"Predicting Student Grade Point Average: Comparison of Machine Learning Regression Algorithms","publication_year":2023,"publication_date":"2023-12-06","ids":{"openalex":"https://openalex.org/W4392905460","doi":"https://doi.org/10.1109/acit58888.2023.10453712"},"language":"en","primary_location":{"id":"doi:10.1109/acit58888.2023.10453712","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/acit58888.2023.10453712","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 24th International Arab Conference on Information Technology (ACIT)","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/A5113145250","display_name":"Elfadil A. Mohammed","orcid":null},"institutions":[{"id":"https://openalex.org/I182000528","display_name":"Ajman University","ror":"https://ror.org/01j1rma10","country_code":"AE","type":"education","lineage":["https://openalex.org/I182000528"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Elfadil A. Mohammed","raw_affiliation_strings":["Ajman University,Artificial Intelligence Research Center (AIRC),Department of Information Technology,Ajman,UAE","Department of Information Technology, Artificial Intelligence Research Center (AIRC), Ajman University, Ajman, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ajman University,Artificial Intelligence Research Center (AIRC),Department of Information Technology,Ajman,UAE","institution_ids":["https://openalex.org/I182000528"]},{"raw_affiliation_string":"Department of Information Technology, Artificial Intelligence Research Center (AIRC), Ajman University, Ajman, UAE","institution_ids":["https://openalex.org/I182000528"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023233609","display_name":"Mahmoud Abou Naaj","orcid":"https://orcid.org/0000-0001-8440-5889"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mahmoud Abou Naaj","raw_affiliation_strings":["Artificial Intelligence Research Center (AIRC),Ajman,UAE","Artificial Intelligence Research Center (AIRC), Ajman, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Artificial Intelligence Research Center (AIRC),Ajman,UAE","institution_ids":[]},{"raw_affiliation_string":"Artificial Intelligence Research Center (AIRC), Ajman, UAE","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071418693","display_name":"Mirna Nachouki","orcid":"https://orcid.org/0000-0003-3490-0878"},"institutions":[{"id":"https://openalex.org/I182000528","display_name":"Ajman University","ror":"https://ror.org/01j1rma10","country_code":"AE","type":"education","lineage":["https://openalex.org/I182000528"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mirna Nachouki","raw_affiliation_strings":["Ajman University,Artificial Intelligence Research Center (AIRC),Department of Information Technology,Ajman,UAE","Department of Information Technology, Artificial Intelligence Research Center (AIRC), Ajman University, Ajman, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ajman University,Artificial Intelligence Research Center (AIRC),Department of Information Technology,Ajman,UAE","institution_ids":["https://openalex.org/I182000528"]},{"raw_affiliation_string":"Department of Information Technology, Artificial Intelligence Research Center (AIRC), Ajman University, Ajman, UAE","institution_ids":["https://openalex.org/I182000528"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052716872","display_name":"Riyadh Mehdi","orcid":"https://orcid.org/0000-0002-0317-9777"},"institutions":[{"id":"https://openalex.org/I182000528","display_name":"Ajman University","ror":"https://ror.org/01j1rma10","country_code":"AE","type":"education","lineage":["https://openalex.org/I182000528"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Riyadh Mehdi","raw_affiliation_strings":["Ajman University,Artificial Intelligence Research Center (AIRC),Department of Information Technology,Ajman,UAE","Department of Information Technology, Artificial Intelligence Research Center (AIRC), Ajman University, Ajman, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ajman University,Artificial Intelligence Research Center (AIRC),Department of Information Technology,Ajman,UAE","institution_ids":["https://openalex.org/I182000528"]},{"raw_affiliation_string":"Department of Information Technology, Artificial Intelligence Research Center (AIRC), Ajman University, Ajman, UAE","institution_ids":["https://openalex.org/I182000528"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5182,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.78013563,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9998999834060669,"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":0.9998999834060669,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9767000079154968,"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"}},{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9714999794960022,"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/computer-science","display_name":"Computer science","score":0.6468097567558289},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.54680997133255},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.5400193333625793},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.5346421599388123},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49820685386657715},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.48635369539260864},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.45264720916748047},{"id":"https://openalex.org/keywords/linear-regression","display_name":"Linear regression","score":0.426358699798584},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.26249682903289795},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20855680108070374}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6468097567558289},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.54680997133255},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.5400193333625793},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.5346421599388123},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49820685386657715},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.48635369539260864},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.45264720916748047},{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.426358699798584},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.26249682903289795},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20855680108070374},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/acit58888.2023.10453712","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/acit58888.2023.10453712","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 24th International Arab Conference on Information Technology (ACIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.41999998688697815,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1971888994","https://openalex.org/W2021601071","https://openalex.org/W2056132907","https://openalex.org/W2625183221","https://openalex.org/W2790233454","https://openalex.org/W2911048623","https://openalex.org/W2919841204","https://openalex.org/W2974953943","https://openalex.org/W2980265390","https://openalex.org/W3048991675","https://openalex.org/W3118164373","https://openalex.org/W3160582598","https://openalex.org/W3183850874","https://openalex.org/W3192191800","https://openalex.org/W3194452857","https://openalex.org/W3217211640","https://openalex.org/W4224240429","https://openalex.org/W4282937362","https://openalex.org/W4293027745","https://openalex.org/W4296020200","https://openalex.org/W4308517017","https://openalex.org/W4327716436","https://openalex.org/W4361225589","https://openalex.org/W4381618715","https://openalex.org/W4386813224"],"related_works":["https://openalex.org/W2610868774","https://openalex.org/W4399767649","https://openalex.org/W2092994918","https://openalex.org/W3216594821","https://openalex.org/W2390006526","https://openalex.org/W31220157","https://openalex.org/W1915333409","https://openalex.org/W2393341384","https://openalex.org/W2312753042","https://openalex.org/W4289356671"],"abstract_inverted_index":{"Education":[0],"data":[1],"mining":[2],"has":[3,32,50],"emerged":[4],"as":[5],"a":[6,54,134],"powerful":[7],"technique":[8],"for":[9,113],"uncovering":[10],"hidden":[11],"patterns":[12],"in":[13,35,45,108],"educational":[14],"data,":[15],"forecasting":[16],"academic":[17,38],"achievement,":[18],"and":[19,73,98,185],"increasing":[20],"retention":[21],"rates.":[22],"In":[23],"this":[24],"work,":[25],"the":[26,77,82,102,109,114,120,129,149,163,175],"performance":[27],"of":[28,133,153,165,182],"nine":[29],"regression":[30,106],"algorithms":[31,107,123,144],"been":[33,51],"evaluated":[34],"predicting":[36],"students\u2019":[37,178],"success.":[39],"Information":[40],"from":[41],"650":[42],"students":[43],"enrolled":[44],"three":[46,122],"different":[47],"computing":[48],"majors":[49],"assembled":[52],"into":[53,174],"dataset.":[55],"The":[56,180],"following":[57],"input":[58],"attributes":[59,167],"were":[60],"chosen:":[61],"attendance":[62],"rate,":[63],"course":[64,67,126],"grade,":[65],"gender,":[66],"category,":[68],"delivery":[69],"mode,":[70],"school":[71,75,140],"type,":[72],"high":[74,139],"score;":[76],"grade":[78,127],"point":[79],"average":[80],"was":[81],"target":[83],"variable.":[84],"Findings":[85],"indicate":[86],"that":[87,125,146],"Random":[88],"Forest":[89],"Regressor,":[90,97],"Light":[91,115],"Gradient":[92,95,116],"Boosting":[93,96,117],"Machine,":[94],"Extra":[99],"Tree":[100],"are":[101],"four":[103,143],"most":[104,130],"effective":[105],"order":[110],"given.":[111],"Except":[112],"Machine":[118],"approach,":[119],"other":[121],"showed":[124,145],"is":[128,148],"important":[131],"predictor":[132],"student's":[135],"GPA,":[136],"followed":[137],"by":[138],"score.":[141],"All":[142],"gender":[147],"least":[150],"reliable":[151],"indicator":[152],"GPA.":[154],"Future":[155],"work":[156],"will":[157,188],"conduct":[158],"sensitivity":[159],"analysis":[160],"to":[161,170],"evaluate":[162],"impact":[164],"individual":[166],"on":[168],"predictions":[169],"gain":[171],"more":[172],"insight":[173],"factors":[176],"affecting":[177],"performance.":[179],"effect":[181],"social,":[183],"economic,":[184],"demographic":[186],"features":[187],"also":[189],"be":[190],"investigated":[191]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
