{"id":"https://openalex.org/W4396230325","doi":"https://doi.org/10.1007/s10639-024-12698-9","title":"Feature optimization and machine learning for predicting students\u2019 academic performance in higher education institutions","display_name":"Feature optimization and machine learning for predicting students\u2019 academic performance in higher education institutions","publication_year":2024,"publication_date":"2024-04-29","ids":{"openalex":"https://openalex.org/W4396230325","doi":"https://doi.org/10.1007/s10639-024-12698-9"},"language":"en","primary_location":{"id":"doi:10.1007/s10639-024-12698-9","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10639-024-12698-9","pdf_url":null,"source":{"id":"https://openalex.org/S166722454","display_name":"Education and Information Technologies","issn_l":"1360-2357","issn":["1360-2357","1573-7608"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Education and Information Technologies","raw_type":"journal-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/A5095932207","display_name":"Aom Perkash","orcid":null},"institutions":[{"id":"https://openalex.org/I174731842","display_name":"Islamia University of Bahawalpur","ror":"https://ror.org/002rc4w13","country_code":"PK","type":"education","lineage":["https://openalex.org/I174731842"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Aom Perkash","raw_affiliation_strings":["Department of Computer Science & Information Technology, The Islamia University of Bahawalpur, Bahawalpur, 63100, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science & Information Technology, The Islamia University of Bahawalpur, Bahawalpur, 63100, Pakistan","institution_ids":["https://openalex.org/I174731842"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022700087","display_name":"Qaisar Shaheen","orcid":"https://orcid.org/0000-0002-1839-1412"},"institutions":[{"id":"https://openalex.org/I174731842","display_name":"Islamia University of Bahawalpur","ror":"https://ror.org/002rc4w13","country_code":"PK","type":"education","lineage":["https://openalex.org/I174731842"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Qaisar Shaheen","raw_affiliation_strings":["Department of Computer Science & Information Technology, The Islamia University of Bahawalpur, Bahawalpur, 63100, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science & Information Technology, The Islamia University of Bahawalpur, Bahawalpur, 63100, Pakistan","institution_ids":["https://openalex.org/I174731842"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024104995","display_name":"Robina Saleem","orcid":null},"institutions":[{"id":"https://openalex.org/I4210102737","display_name":"Khwaja Fareed University of Engineering and Information Technology","ror":"https://ror.org/0161dyt30","country_code":"PK","type":"education","lineage":["https://openalex.org/I4210102737"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Robina Saleem","raw_affiliation_strings":["Department of Education, Khwaja Fareed University of Engineering and Information Technology, Rahim Yar Khan, 64200, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Education, Khwaja Fareed University of Engineering and Information Technology, Rahim Yar Khan, 64200, Pakistan","institution_ids":["https://openalex.org/I4210102737"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058941449","display_name":"Furqan Rustam","orcid":"https://orcid.org/0000-0001-8403-1047"},"institutions":[{"id":"https://openalex.org/I104546213","display_name":"National College of Ireland","ror":"https://ror.org/02qzs9336","country_code":"IE","type":"education","lineage":["https://openalex.org/I104546213"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Furqan Rustam","raw_affiliation_strings":["School of Computing, National College of Ireland, Dublin, D01 K6W2, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, National College of Ireland, Dublin, D01 K6W2, Ireland","institution_ids":["https://openalex.org/I104546213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061049695","display_name":"M\u00f3nica Gracia Villar","orcid":"https://orcid.org/0000-0002-8547-9246"},"institutions":[{"id":"https://openalex.org/I4210097234","display_name":"Universidad Internacional","ror":"https://ror.org/00cxp1a86","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210097234"]},{"id":"https://openalex.org/I4210128504","display_name":"Universidad Europea del Atl\u00e1ntico","ror":"https://ror.org/048tesw25","country_code":"ES","type":"education","lineage":["https://openalex.org/I4210128504"]},{"id":"https://openalex.org/I4210157569","display_name":"Centro Universit\u00e1rio Internacional","ror":"https://ror.org/04j9vr008","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210157569"]},{"id":"https://openalex.org/I89458556","display_name":"University of Puerto Rico at Arecibo","ror":"https://ror.org/038z2eg27","country_code":"PR","type":"education","lineage":["https://openalex.org/I200399037","https://openalex.org/I89458556"]}],"countries":["ES","MX","PR"],"is_corresponding":false,"raw_author_name":"Monica Gracia Villar","raw_affiliation_strings":["Universidad Europea del Atlantico, Isabel Torres 21, Santander, 39011, Spain","Universidad Internacional Iberoamericana Arecibo, Arecibo, Puerto Rico, 00613, USA","Universidade Internacional do Cuanza, Cuito,  Bie, Angola"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Europea del Atlantico, Isabel Torres 21, Santander, 39011, Spain","institution_ids":["https://openalex.org/I4210128504"]},{"raw_affiliation_string":"Universidad Internacional Iberoamericana Arecibo, Arecibo, Puerto Rico, 00613, USA","institution_ids":["https://openalex.org/I89458556","https://openalex.org/I4210097234"]},{"raw_affiliation_string":"Universidade Internacional do Cuanza, Cuito,  Bie, Angola","institution_ids":["https://openalex.org/I4210157569"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061682362","display_name":"Eduardo Silva Alvarado","orcid":"https://orcid.org/0000-0003-4011-9391"},"institutions":[{"id":"https://openalex.org/I205571821","display_name":"Ibero American University","ror":"https://ror.org/05vss7635","country_code":"MX","type":"education","lineage":["https://openalex.org/I205571821"]},{"id":"https://openalex.org/I4210097234","display_name":"Universidad Internacional","ror":"https://ror.org/00cxp1a86","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210097234"]},{"id":"https://openalex.org/I4210128504","display_name":"Universidad Europea del Atl\u00e1ntico","ror":"https://ror.org/048tesw25","country_code":"ES","type":"education","lineage":["https://openalex.org/I4210128504"]},{"id":"https://openalex.org/I4391767878","display_name":"Universidad de la Romana","ror":"https://ror.org/051sm7d31","country_code":null,"type":"education","lineage":["https://openalex.org/I4391767878"]},{"id":"https://openalex.org/I87806610","display_name":"Ibero-American University Puebla","ror":"https://ror.org/00pcv0g02","country_code":"MX","type":"education","lineage":["https://openalex.org/I87806610"]}],"countries":["ES","MX"],"is_corresponding":false,"raw_author_name":"Eduardo Silva Alvarado","raw_affiliation_strings":["Universidad Europea del Atlantico, Isabel Torres 21, Santander, 39011, Spain","Universidad Internacional Iberoamericana, Campeche, 24560, Mexico","Universidad de La Romana, La Romana, Dominican Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Europea del Atlantico, Isabel Torres 21, Santander, 39011, Spain","institution_ids":["https://openalex.org/I4210128504"]},{"raw_affiliation_string":"Universidad Internacional Iberoamericana, Campeche, 24560, Mexico","institution_ids":["https://openalex.org/I4210097234","https://openalex.org/I87806610","https://openalex.org/I205571821"]},{"raw_affiliation_string":"Universidad de La Romana, La Romana, Dominican Republic","institution_ids":["https://openalex.org/I4391767878"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046258353","display_name":"Isabel de la Torre D\u00edez","orcid":"https://orcid.org/0000-0003-3134-7720"},"institutions":[{"id":"https://openalex.org/I108103353","display_name":"Universidad de Valladolid","ror":"https://ror.org/01fvbaw18","country_code":"ES","type":"education","lineage":["https://openalex.org/I108103353"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Isabel de la Torre Diez","raw_affiliation_strings":["Department of Signal Theory, Communications and Telematics Engineering, Unviersity of Valladolid, Paseo de Belen, 15, Valladolid, 47011, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Signal Theory, Communications and Telematics Engineering, Unviersity of Valladolid, Paseo de Belen, 15, Valladolid, 47011, Spain","institution_ids":["https://openalex.org/I108103353"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074629800","display_name":"Imran Ashraf","orcid":"https://orcid.org/0000-0002-8271-6496"},"institutions":[{"id":"https://openalex.org/I55240360","display_name":"Yeungnam University","ror":"https://ror.org/05yc6p159","country_code":"KR","type":"education","lineage":["https://openalex.org/I55240360"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Imran Ashraf","raw_affiliation_strings":["Department of Information and Communication Engineering, Yeungnam University, Gyeongsan, 38541, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0002-8271-6496","affiliations":[{"raw_affiliation_string":"Department of Information and Communication Engineering, Yeungnam University, Gyeongsan, 38541, Republic of Korea","institution_ids":["https://openalex.org/I55240360"]}]}],"institutions":[],"countries_distinct_count":6,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5074629800"],"corresponding_institution_ids":["https://openalex.org/I55240360"],"apc_list":{"value":2590,"currency":"EUR","value_usd":3190},"apc_paid":null,"fwci":6.4359,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.96777153,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"29","issue":"16","first_page":"21169","last_page":"21193"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9994999766349792,"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":0.9994999766349792,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.984499990940094,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9663000106811523,"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/feature","display_name":"Feature (linguistics)","score":0.7138954401016235},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.7034101486206055},{"id":"https://openalex.org/keywords/higher-education","display_name":"Higher education","score":0.6182489395141602},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.5188844799995422},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5077551603317261},{"id":"https://openalex.org/keywords/academic-achievement","display_name":"Academic achievement","score":0.48002830147743225},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4753035008907318},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4437096416950226},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3460078835487366},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.17462679743766785}],"concepts":[{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.7138954401016235},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.7034101486206055},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.6182489395141602},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.5188844799995422},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5077551603317261},{"id":"https://openalex.org/C2781206393","wikidata":"https://www.wikidata.org/wiki/Q2748419","display_name":"Academic achievement","level":2,"score":0.48002830147743225},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4753035008907318},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4437096416950226},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3460078835487366},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.17462679743766785},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"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":1,"locations":[{"id":"doi:10.1007/s10639-024-12698-9","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10639-024-12698-9","pdf_url":null,"source":{"id":"https://openalex.org/S166722454","display_name":"Education and Information Technologies","issn_l":"1360-2357","issn":["1360-2357","1573-7608"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Education and Information Technologies","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5199999809265137,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1607833139","https://openalex.org/W1987552279","https://openalex.org/W2072767890","https://openalex.org/W2101817546","https://openalex.org/W2103647733","https://openalex.org/W2138890569","https://openalex.org/W2153028052","https://openalex.org/W2204122179","https://openalex.org/W2750651073","https://openalex.org/W2778455075","https://openalex.org/W2886136782","https://openalex.org/W2965603386","https://openalex.org/W2968779794","https://openalex.org/W2983382509","https://openalex.org/W2984396554","https://openalex.org/W3006086117","https://openalex.org/W3023946513","https://openalex.org/W3041077831","https://openalex.org/W3102434205","https://openalex.org/W3119451189","https://openalex.org/W3126145536","https://openalex.org/W3132265016","https://openalex.org/W3169765221","https://openalex.org/W3176795340","https://openalex.org/W3199808110","https://openalex.org/W3205451405","https://openalex.org/W3210695023","https://openalex.org/W4206178768","https://openalex.org/W4213291759","https://openalex.org/W4226178614","https://openalex.org/W4226232432","https://openalex.org/W4285178093","https://openalex.org/W4293087131","https://openalex.org/W4295598792"],"related_works":["https://openalex.org/W2937627726","https://openalex.org/W2195931679","https://openalex.org/W1993144966","https://openalex.org/W2961085424","https://openalex.org/W2888684455","https://openalex.org/W2070954791","https://openalex.org/W3147584709","https://openalex.org/W2607489503","https://openalex.org/W2977677679","https://openalex.org/W4242487945"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}