{"id":"https://openalex.org/W3094843583","doi":"https://doi.org/10.1109/access.2020.3036572","title":"Predicting Student Performance and Its Influential Factors Using Hybrid Regression and Multi-Label Classification","display_name":"Predicting Student Performance and Its Influential Factors Using Hybrid Regression and Multi-Label Classification","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3094843583","doi":"https://doi.org/10.1109/access.2020.3036572","mag":"3094843583"},"language":"en","primary_location":{"id":"doi:10.1109/access.2020.3036572","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3036572","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09250366.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09250366.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010928963","display_name":"Abdullah Alshanqiti","orcid":"https://orcid.org/0000-0002-6080-5236"},"institutions":[{"id":"https://openalex.org/I4210151290","display_name":"Islamic University of Madinah","ror":"https://ror.org/03rcp1y74","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210151290"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Abdullah Alshanqiti","raw_affiliation_strings":["Faculty of Computer and Information Systems, Islamic University of Madinah, Madinah, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer and Information Systems, Islamic University of Madinah, Madinah, Saudi Arabia","institution_ids":["https://openalex.org/I4210151290"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088009854","display_name":"Abdallah Namoun","orcid":"https://orcid.org/0000-0002-7050-0532"},"institutions":[{"id":"https://openalex.org/I4210151290","display_name":"Islamic University of Madinah","ror":"https://ror.org/03rcp1y74","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210151290"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Abdallah Namoun","raw_affiliation_strings":["Faculty of Computer and Information Systems, Islamic University of Madinah, Madinah, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer and Information Systems, Islamic University of Madinah, Madinah, Saudi Arabia","institution_ids":["https://openalex.org/I4210151290"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5010928963"],"corresponding_institution_ids":["https://openalex.org/I4210151290"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":15.0419,"has_fulltext":true,"cited_by_count":130,"citation_normalized_percentile":{"value":0.99023249,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"8","issue":null,"first_page":"203827","last_page":"203844"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9998000264167786,"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":0.9998000264167786,"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/T14025","display_name":"Educational Technology and Assessment","score":0.9866999983787537,"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/T12676","display_name":"Machine Learning and ELM","score":0.9480999708175659,"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":0.7638151049613953},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6413984298706055},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.595496654510498},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.4553864002227783},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.42836302518844604},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3869774639606476},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.10551562905311584},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08527916669845581}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7638151049613953},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6413984298706055},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.595496654510498},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.4553864002227783},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.42836302518844604},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3869774639606476},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.10551562905311584},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08527916669845581}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2020.3036572","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3036572","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09250366.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:4cab0463fcca4bacb917f91d3cb14002","is_oa":true,"landing_page_url":"https://doaj.org/article/4cab0463fcca4bacb917f91d3cb14002","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 8, Pp 203827-203844 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2020.3036572","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3036572","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09250366.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.6100000143051147,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3094843583.pdf","grobid_xml":"https://content.openalex.org/works/W3094843583.grobid-xml"},"referenced_works_count":80,"referenced_works":["https://openalex.org/W55768394","https://openalex.org/W1015675232","https://openalex.org/W1543659671","https://openalex.org/W1854811422","https://openalex.org/W1974347679","https://openalex.org/W1981995549","https://openalex.org/W1990517717","https://openalex.org/W2026034143","https://openalex.org/W2026183927","https://openalex.org/W2054277717","https://openalex.org/W2063625966","https://openalex.org/W2077361439","https://openalex.org/W2097360283","https://openalex.org/W2101234009","https://openalex.org/W2106086187","https://openalex.org/W2119523409","https://openalex.org/W2126629222","https://openalex.org/W2137107481","https://openalex.org/W2143534212","https://openalex.org/W2144935315","https://openalex.org/W2165949563","https://openalex.org/W2218710975","https://openalex.org/W2255539840","https://openalex.org/W2289420283","https://openalex.org/W2518782678","https://openalex.org/W2521727579","https://openalex.org/W2526834327","https://openalex.org/W2530106549","https://openalex.org/W2558171996","https://openalex.org/W2577003791","https://openalex.org/W2601220625","https://openalex.org/W2610990352","https://openalex.org/W2612059685","https://openalex.org/W2734863660","https://openalex.org/W2744890115","https://openalex.org/W2778346537","https://openalex.org/W2789119167","https://openalex.org/W2792883393","https://openalex.org/W2811374032","https://openalex.org/W2884757795","https://openalex.org/W2885139870","https://openalex.org/W2890999076","https://openalex.org/W2893559148","https://openalex.org/W2895386417","https://openalex.org/W2895526894","https://openalex.org/W2902553462","https://openalex.org/W2909913588","https://openalex.org/W2910835761","https://openalex.org/W2911048623","https://openalex.org/W2917165995","https://openalex.org/W2917871576","https://openalex.org/W2942853119","https://openalex.org/W2944162469","https://openalex.org/W2963448126","https://openalex.org/W2966741169","https://openalex.org/W2968157960","https://openalex.org/W2970917056","https://openalex.org/W2991138638","https://openalex.org/W2992649892","https://openalex.org/W2997255974","https://openalex.org/W3005006660","https://openalex.org/W3008214279","https://openalex.org/W3014421158","https://openalex.org/W3021058087","https://openalex.org/W3025019965","https://openalex.org/W3033604406","https://openalex.org/W3103310702","https://openalex.org/W4249267926","https://openalex.org/W4294541781","https://openalex.org/W6602286067","https://openalex.org/W6639041367","https://openalex.org/W6675354045","https://openalex.org/W6675846837","https://openalex.org/W6679044111","https://openalex.org/W6680962578","https://openalex.org/W6727965636","https://openalex.org/W6732420012","https://openalex.org/W6735958726","https://openalex.org/W6753874313","https://openalex.org/W6766620829"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4313488044","https://openalex.org/W3209574120","https://openalex.org/W4312192474","https://openalex.org/W4210805261"],"abstract_inverted_index":{"Understanding,":[0],"modeling,":[1],"and":[2,17,60,66,146,168,180],"predicting":[3],"student":[4,31,75,94,125,130,211,224],"performance":[5,131],"in":[6,101,206],"higher":[7],"education":[8],"poses":[9],"significant":[10],"challenges":[11],"concerning":[12],"the":[13,35,39,45,58,69,90,112,116,123,151,155,170,200,203,219,223],"design":[14],"of":[15,37,62,93,118,129,154,172,202,226],"accurate":[16],"robust":[18],"diagnostic":[19],"models.":[20],"While":[21],"numerous":[22],"studies":[23],"attempted":[24],"to":[25,44,52,56,73,190,221],"develop":[26],"intelligent":[27],"classifiers":[28],"for":[29,115],"anticipating":[30],"achievement,":[32],"they":[33],"overlooked":[34],"importance":[36],"identifying":[38],"key":[40],"factors":[41,120,157,209],"that":[42,88,110],"lead":[43],"achieved":[46],"performance.":[47,126,212],"Such":[48],"identification":[49],"is":[50,132,158],"essential":[51],"empower":[53],"program":[54],"leaders":[55],"recognize":[57],"strengths":[59],"weaknesses":[61],"their":[63],"academic":[64,95],"programs,":[65],"thereby":[67],"take":[68],"necessary":[70],"corrective":[71],"interventions":[72],"ameliorate":[74],"achievements.":[76],"To":[77],"this":[78,216],"end,":[79],"our":[80,173],"paper":[81],"contributes,":[82],"firstly,":[83],"a":[84],"hybrid":[85],"regression":[86],"model":[87],"optimizes":[89],"prediction":[91,128,153],"accuracy":[92],"performance,":[96],"measured":[97],"as":[98],"future":[99,214],"grades":[100],"different":[102],"courses,":[103],"and,":[104],"secondly,":[105],"an":[106,161],"optimized":[107,162],"multi-label":[108,152],"classifier":[109],"predicts":[111],"qualitative":[113],"values":[114],"influence":[117],"various":[119],"associated":[121],"with":[122],"obtained":[124],"The":[127,183],"produced":[133],"by":[134],"combining":[135],"three":[136],"dynamically":[137],"weighted":[138],"techniques,":[139],"namely":[140],"collaborative":[141],"filtering,":[142],"fuzzy":[143],"set":[144],"rules,":[145],"Lasso":[147],"linear":[148,195],"regression.":[149],"However,":[150],"influential":[156],"generated":[159],"using":[160],"self-organizing":[163],"map.":[164],"We":[165],"empirically":[166],"investigate":[167],"demonstrate":[169],"effectiveness":[171],"entire":[174],"approach":[175,205],"on":[176],"seven":[177],"publicly":[178],"available":[179],"varying":[181],"datasets.":[182],"experimental":[184],"results":[185],"show":[186],"considerable":[187],"improvements":[188],"compared":[189],"single":[191],"baseline":[192],"models":[193],"(e.g.":[194],"regression,":[196],"matrix":[197],"factorization),":[198],"demonstrating":[199],"practicality":[201],"proposed":[204],"pinpointing":[207],"multiple":[208],"impacting":[210],"As":[213],"works,":[215],"research":[217],"emphasizes":[218],"need":[220],"predict":[222],"attainment":[225],"learning":[227],"outcomes.":[228]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":39},{"year":2024,"cited_by_count":27},{"year":2023,"cited_by_count":28},{"year":2022,"cited_by_count":22},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":2}],"updated_date":"2026-04-06T07:47:59.780226","created_date":"2025-10-10T00:00:00"}
