{"id":"https://openalex.org/W4404294966","doi":"https://doi.org/10.1109/idsta62194.2024.10746987","title":"Optimizing Multi-Class Classification in Educational Data with Ensemble Learning and Data Balancing Techniques","display_name":"Optimizing Multi-Class Classification in Educational Data with Ensemble Learning and Data Balancing Techniques","publication_year":2024,"publication_date":"2024-09-24","ids":{"openalex":"https://openalex.org/W4404294966","doi":"https://doi.org/10.1109/idsta62194.2024.10746987"},"language":"en","primary_location":{"id":"doi:10.1109/idsta62194.2024.10746987","is_oa":false,"landing_page_url":"https://doi.org/10.1109/idsta62194.2024.10746987","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Fifth International Conference on Intelligent Data Science Technologies and Applications (IDSTA)","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/A5028304067","display_name":"Mohammad F. Al-Hammouri","orcid":"https://orcid.org/0000-0001-6884-3715"},"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":true,"raw_author_name":"Mohammad F. Al-Hammouri","raw_affiliation_strings":["The Hashemite University,Dept. of Computer Engineering,Zarqa,Jordan"],"affiliations":[{"raw_affiliation_string":"The Hashemite University,Dept. of Computer Engineering,Zarqa,Jordan","institution_ids":["https://openalex.org/I157392197"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075266758","display_name":"Ziad Akram Ali Hammouri","orcid":"https://orcid.org/0000-0002-6916-886X"},"institutions":[{"id":"https://openalex.org/I91633459","display_name":"Middle East University","ror":"https://ror.org/059bgad73","country_code":"JO","type":"education","lineage":["https://openalex.org/I91633459"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Ziad Akram Ali Hammouri","raw_affiliation_strings":["Middle East University,Dept. of Computer Science,Amman,Jordan"],"affiliations":[{"raw_affiliation_string":"Middle East University,Dept. of Computer Science,Amman,Jordan","institution_ids":["https://openalex.org/I91633459"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082310594","display_name":"Islam T. Almalkawi","orcid":"https://orcid.org/0000-0002-0392-6955"},"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":"Islam T. Almalkawi","raw_affiliation_strings":["The Hashemite University,Dept. of Computer Engineering,Zarqa,Jordan"],"affiliations":[{"raw_affiliation_string":"The Hashemite University,Dept. of Computer Engineering,Zarqa,Jordan","institution_ids":["https://openalex.org/I157392197"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5114613552","display_name":"Ansam Lafee","orcid":null},"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":"Ansam Lafee","raw_affiliation_strings":["The Hashemite University,Dept. of Computer Engineering,Zarqa,Jordan"],"affiliations":[{"raw_affiliation_string":"The Hashemite University,Dept. of Computer Engineering,Zarqa,Jordan","institution_ids":["https://openalex.org/I157392197"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5028304067"],"corresponding_institution_ids":["https://openalex.org/I157392197"],"apc_list":null,"apc_paid":null,"fwci":1.2902,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.86122585,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"12","last_page":"17"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9474999904632568,"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":0.9474999904632568,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7619576454162598},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.636471152305603},{"id":"https://openalex.org/keywords/data-classification","display_name":"Data classification","score":0.5854275226593018},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.5807317495346069},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5773876309394836},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.540364682674408},{"id":"https://openalex.org/keywords/one-class-classification","display_name":"One-class classification","score":0.45515817403793335},{"id":"https://openalex.org/keywords/statistical-classification","display_name":"Statistical classification","score":0.41814807057380676},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3940725326538086},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.17468714714050293}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7619576454162598},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.636471152305603},{"id":"https://openalex.org/C2780724565","wikidata":"https://www.wikidata.org/wiki/Q5227256","display_name":"Data classification","level":2,"score":0.5854275226593018},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.5807317495346069},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5773876309394836},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.540364682674408},{"id":"https://openalex.org/C34872919","wikidata":"https://www.wikidata.org/wiki/Q7092302","display_name":"One-class classification","level":3,"score":0.45515817403793335},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.41814807057380676},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3940725326538086},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.17468714714050293}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/idsta62194.2024.10746987","is_oa":false,"landing_page_url":"https://doi.org/10.1109/idsta62194.2024.10746987","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Fifth International Conference on Intelligent Data Science Technologies and Applications (IDSTA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.4399999976158142}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1993220166","https://openalex.org/W2006444123","https://openalex.org/W2148143831","https://openalex.org/W2295598076","https://openalex.org/W2936400010","https://openalex.org/W2964022491","https://openalex.org/W2998768810","https://openalex.org/W3012403260","https://openalex.org/W3038433657","https://openalex.org/W3111096294","https://openalex.org/W3158659570","https://openalex.org/W4220838909","https://openalex.org/W4307948039","https://openalex.org/W4322500535","https://openalex.org/W4322618597","https://openalex.org/W4381094557","https://openalex.org/W4391093638","https://openalex.org/W4393902115","https://openalex.org/W4394910917","https://openalex.org/W4400762160","https://openalex.org/W6750729320"],"related_works":["https://openalex.org/W4292814203","https://openalex.org/W2171206798","https://openalex.org/W2357721021","https://openalex.org/W3001331467","https://openalex.org/W2900975744","https://openalex.org/W2073563268","https://openalex.org/W2998259334","https://openalex.org/W2974328778","https://openalex.org/W2969401632","https://openalex.org/W2014079281"],"abstract_inverted_index":{"The":[0,69,122],"field":[1],"of":[2,40,168],"education":[3,22,54],"is":[4,71,111],"increasingly":[5],"embracing":[6],"AI":[7],"tools":[8],"to":[9,16,28,43,59,155],"improve":[10,94],"student":[11],"outcomes.":[12],"This":[13,46],"work":[14,157],"aims":[15],"reduce":[17,173],"academic":[18,67],"failure":[19],"in":[20,33,138,158],"higher":[21,53],"by":[23,145],"employing":[24],"machine":[25],"learning":[26],"techniques":[27],"identify":[29],"at-risk":[30],"students":[31],"early":[32],"their":[34],"educational":[35],"journey,":[36],"enabling":[37],"the":[38,91,98,101,134,146,151,159],"implementation":[39],"supportive":[41],"strategies":[42],"assist":[44],"them.":[45],"study":[47],"examines":[48],"a":[49,52,61,74,86],"dataset":[50],"from":[51],"institution":[55],"and":[56,83,119,171],"utilizes":[57],"it":[58],"develop":[60],"classification":[62,76,115,129],"model":[63],"for":[64,165],"predicting":[65],"students\u2019":[66,169],"performance.":[68],"problem":[70],"formulated":[72],"as":[73,143],"multi-class":[75],"task":[77],"with":[78,85,106],"three":[79],"categories:":[80],"Graduate,":[81],"Enrolled,":[82],"Dropout,":[84],"significant":[87],"imbalance":[88],"skewed":[89],"toward":[90,97],"Graduate.":[92],"To":[93],"prediction":[95],"accuracy":[96,136],"minority":[99],"class,":[100],"data":[102],"balancing":[103],"technique":[104],"SMOTE":[105],"Edited":[107],"Nearest":[108],"Neighbor":[109],"(SMOTE-ENN)":[110],"applied.":[112],"Three":[113],"popular":[114],"models\u2014Random":[116],"Forest,":[117],"XGBOOST":[118,132],"CatBoost\u2014are":[120],"employed.":[121],"findings":[123],"show":[124],"that":[125],"SMOTE-ENN":[126],"significantly":[127],"improves":[128],"results.":[130],"Moreover,":[131],"demonstrated":[133],"highest":[135,152],"(94.6%)":[137],"correctly":[139],"identifying":[140],"all":[141],"classes,":[142],"evidenced":[144],"confusion":[147],"matrix":[148],"evaluation,":[149],"achieving":[150],"results":[153],"compared":[154],"previous":[156],"literature.":[160],"Implementing":[161],"these":[162],"models":[163],"allows":[164],"accurate":[166],"predictions":[167],"performance":[170],"helps":[172],"dropout":[174],"rates.":[175]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2025-12-19T19:40:27.379048","created_date":"2025-10-10T00:00:00"}
