{"id":"https://openalex.org/W4396558738","doi":"https://doi.org/10.1155/2024/4067721","title":"Student Performance Prediction Using Machine Learning Algorithms","display_name":"Student Performance Prediction Using Machine Learning Algorithms","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4396558738","doi":"https://doi.org/10.1155/2024/4067721"},"language":"en","primary_location":{"id":"doi:10.1155/2024/4067721","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2024/4067721","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/2024/4067721","source":{"id":"https://openalex.org/S30680879","display_name":"Applied Computational Intelligence and Soft Computing","issn_l":"1687-9724","issn":["1687-9724","1687-9732"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Computational Intelligence and Soft Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/2024/4067721","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054854214","display_name":"Esmael Ahmed","orcid":"https://orcid.org/0000-0001-8144-1315"},"institutions":[{"id":"https://openalex.org/I4210114501","display_name":"Wollo University","ror":"https://ror.org/01ktt8y73","country_code":"ET","type":"education","lineage":["https://openalex.org/I4210114501"]}],"countries":["ET"],"is_corresponding":true,"raw_author_name":"Esmael Ahmed","raw_affiliation_strings":["Information System, College of Informatics, Wollo University, Dessie 7200,  Ethiopia wu.edu.et","Information System, College of Informatics, Wollo University, Dessie 7200, Ethiopia"],"raw_orcid":"https://orcid.org/0000-0001-8144-1315","affiliations":[{"raw_affiliation_string":"Information System, College of Informatics, Wollo University, Dessie 7200,  Ethiopia wu.edu.et","institution_ids":["https://openalex.org/I4210114501"]},{"raw_affiliation_string":"Information System, College of Informatics, Wollo University, Dessie 7200, Ethiopia","institution_ids":["https://openalex.org/I4210114501"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5054854214"],"corresponding_institution_ids":["https://openalex.org/I4210114501"],"apc_list":{"value":900,"currency":"USD","value_usd":900},"apc_paid":{"value":900,"currency":"USD","value_usd":900},"fwci":32.3043,"has_fulltext":true,"cited_by_count":84,"citation_normalized_percentile":{"value":0.99655669,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"2024","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9988999962806702,"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":0.9988999962806702,"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":0.996399998664856,"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":0.9868000149726868,"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/computer-science","display_name":"Computer science","score":0.8541625738143921},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.508674681186676},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48151788115501404},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4281467795372009}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8541625738143921},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.508674681186676},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48151788115501404},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4281467795372009}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2024/4067721","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2024/4067721","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/2024/4067721","source":{"id":"https://openalex.org/S30680879","display_name":"Applied Computational Intelligence and Soft Computing","issn_l":"1687-9724","issn":["1687-9724","1687-9732"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Computational Intelligence and Soft Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9c2feefe7eb948a99802a5eebfe35fdf","is_oa":true,"landing_page_url":"https://doaj.org/article/9c2feefe7eb948a99802a5eebfe35fdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Applied Computational Intelligence and Soft Computing, Vol 2024 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2024/4067721","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2024/4067721","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/2024/4067721","source":{"id":"https://openalex.org/S30680879","display_name":"Applied Computational Intelligence and Soft Computing","issn_l":"1687-9724","issn":["1687-9724","1687-9732"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Computational Intelligence and Soft Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.6299999952316284}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4396558738.pdf","grobid_xml":"https://content.openalex.org/works/W4396558738.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W1500435738","https://openalex.org/W1574903860","https://openalex.org/W2070285512","https://openalex.org/W2106411961","https://openalex.org/W2107432340","https://openalex.org/W2109548438","https://openalex.org/W2113461044","https://openalex.org/W2121069620","https://openalex.org/W2171562468","https://openalex.org/W2529553635","https://openalex.org/W2756291343","https://openalex.org/W2763279802","https://openalex.org/W2997916679","https://openalex.org/W3001077607","https://openalex.org/W3023981672","https://openalex.org/W3113238662","https://openalex.org/W3135028703","https://openalex.org/W3155739706","https://openalex.org/W3162462777","https://openalex.org/W3185312650","https://openalex.org/W3192165645","https://openalex.org/W3201153983","https://openalex.org/W4229444100","https://openalex.org/W4311123195","https://openalex.org/W4323923730","https://openalex.org/W4367459772","https://openalex.org/W4377101387","https://openalex.org/W6676179485","https://openalex.org/W6786890467"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Education":[0],"is":[1,73,120,142,260],"crucial":[2],"for":[3,64],"a":[4,38,43,74,123,182,216,272],"productive":[5],"life":[6],"and":[7,46,68,77,98,115,136,174,238],"providing":[8,59],"necessary":[9],"resources.":[10],"With":[11],"the":[12,129,204,208,223,227,230,248,251,261],"advent":[13],"of":[14,80,131,159,161,229,243,250],"technology":[15,24],"like":[16,89],"artificial":[17],"intelligence,":[18],"higher":[19],"education":[20,36],"institutions":[21,53],"are":[22],"incorporating":[23],"into":[25],"traditional":[26],"teaching":[27],"methods.":[28],"Predicting":[29],"academic":[30,40],"success":[31],"has":[32],"gained":[33],"interest":[34],"in":[35,56,85,144],"as":[37,269],"strong":[39,273],"record":[41],"improves":[42],"university\u2019s":[44],"ranking":[45],"increases":[47],"student":[48],"employment":[49],"opportunities.":[50],"Modern":[51],"learning":[52,94,125,140],"face":[54],"challenges":[55],"analyzing":[57],"performance,":[58,67],"high\u2010quality":[60],"education,":[61,81],"formulating":[62],"strategies":[63],"evaluating":[65],"students\u2019":[66,198],"identifying":[69],"future":[70],"needs.":[71],"E\u2010learning":[72],"rapidly":[75],"growing":[76],"advanced":[78],"form":[79],"where":[82],"students":[83,135],"enroll":[84],"online":[86,101],"courses.":[87],"Platforms":[88],"Intelligent":[90],"Tutoring":[91],"Systems":[92],"(ITS),":[93],"management":[95],"systems":[96,148],"(LMS),":[97],"massive":[99],"open":[100],"courses":[102],"(MOOC)":[103],"use":[104],"educational":[105],"data":[106,184],"mining":[107,185],"(EDM)":[108],"to":[109,128,193,265],"develop":[110],"automatic":[111],"grading":[112],"systems,":[113],"recommenders,":[114],"adaptative":[116],"systems.":[117],"However,":[118],"e\u2010learning":[119],"still":[121],"considered":[122],"challenging":[124],"environment":[126],"due":[127],"lack":[130],"direct":[132],"interaction":[133],"between":[134,276],"course":[137],"instructors.":[138],"Machine":[139],"(ML)":[141],"used":[143],"developing":[145],"adaptive":[146],"intelligent":[147],"that":[149,203],"can":[150],"perform":[151],"complex":[152],"tasks":[153],"beyond":[154],"human":[155],"abilities.":[156],"Some":[157],"areas":[158],"applications":[160],"ML":[162],"algorithms":[163],"include":[164],"cluster":[165],"analysis,":[166],"pattern":[167],"recognition,":[168],"image":[169],"processing,":[170,173],"natural":[171],"language":[172],"medical":[175],"diagnostics.":[176],"In":[177,220],"this":[178,221],"research":[179],"work,":[180],"K\u2010means,":[181],"clustering":[183],"technique":[186],"using":[187],"Davies\u2019":[188],"Bouldin":[189],"method,":[190],"obtains":[191],"clusters":[192],"find":[194],"important":[195],"features":[196],"affecting":[197],"performance.":[199],"The":[200,241],"study":[201],"found":[202],"SVM":[205],"algorithm":[206],"had":[207],"best":[209],"prediction":[210,253,258,267],"results":[211],"after":[212],"parameter":[213,244],"adjustment,":[214],"with":[215],"96%":[217],"accuracy":[218,249,259],"rate.":[219],"paper,":[222],"researchers":[224],"have":[225],"examined":[226],"functions":[228],"Support":[231],"Vector":[232],"Machine,":[233],"Decision":[234],"Tree,":[235],"naive":[236],"Bayes,":[237],"KNN":[239],"classifiers.":[240],"outcomes":[242],"adjustment":[245],"greatly":[246],"increased":[247],"four":[252],"models.":[254],"Na\u00efve":[255],"Bayes":[256],"model\u2019s":[257],"lowest":[262],"when":[263],"compared":[264],"other":[266],"methods,":[268],"it":[270],"assumes":[271],"independent":[274],"relationship":[275],"features.":[277]},"counts_by_year":[{"year":2026,"cited_by_count":19},{"year":2025,"cited_by_count":55},{"year":2024,"cited_by_count":10}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}
