{"id":"https://openalex.org/W4318598352","doi":"https://doi.org/10.1145/3564982.3564990","title":"Predicting Students' Performance Using Machine Learning Algorithms","display_name":"Predicting Students' Performance Using Machine Learning Algorithms","publication_year":2022,"publication_date":"2022-09-16","ids":{"openalex":"https://openalex.org/W4318598352","doi":"https://doi.org/10.1145/3564982.3564990"},"language":"en","primary_location":{"id":"doi:10.1145/3564982.3564990","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3564982.3564990","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3564982.3564990","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 6th International Conference on Algorithms, Computing and Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3564982.3564990","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084988739","display_name":"Charalampos Dervenis","orcid":"https://orcid.org/0000-0001-9017-2911"},"institutions":[{"id":"https://openalex.org/I145722265","display_name":"University of Thessaly","ror":"https://ror.org/04v4g9h31","country_code":"GR","type":"education","lineage":["https://openalex.org/I145722265"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Charalampos Dervenis","raw_affiliation_strings":["Department of Business Administration / School of Economics and Business Administration, University of Thessaly, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Business Administration / School of Economics and Business Administration, University of Thessaly, Greece","institution_ids":["https://openalex.org/I145722265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030772061","display_name":"Vasileios Kyriatzis","orcid":"https://orcid.org/0000-0003-3307-9264"},"institutions":[{"id":"https://openalex.org/I145722265","display_name":"University of Thessaly","ror":"https://ror.org/04v4g9h31","country_code":"GR","type":"education","lineage":["https://openalex.org/I145722265"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Vasileios Kyriatzis","raw_affiliation_strings":["Department of Digital Systems / School of Technology, University of Thessaly, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Digital Systems / School of Technology, University of Thessaly, Greece","institution_ids":["https://openalex.org/I145722265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090588755","display_name":"Spyros Stoufis","orcid":null},"institutions":[{"id":"https://openalex.org/I231025917","display_name":"Hellenic Open University","ror":"https://ror.org/02kq26x23","country_code":"GR","type":"education","lineage":["https://openalex.org/I231025917"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Spyros Stoufis","raw_affiliation_strings":["Computer Science Department / School of Science &amp; Technology, Hellenic Open University, Greece"],"affiliations":[{"raw_affiliation_string":"Computer Science Department / School of Science &amp; Technology, Hellenic Open University, Greece","institution_ids":["https://openalex.org/I231025917"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077894699","display_name":"Panos Fitsilis","orcid":"https://orcid.org/0000-0002-7729-2457"},"institutions":[{"id":"https://openalex.org/I231025917","display_name":"Hellenic Open University","ror":"https://ror.org/02kq26x23","country_code":"GR","type":"education","lineage":["https://openalex.org/I231025917"]},{"id":"https://openalex.org/I145722265","display_name":"University of Thessaly","ror":"https://ror.org/04v4g9h31","country_code":"GR","type":"education","lineage":["https://openalex.org/I145722265"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Panos Fitsilis","raw_affiliation_strings":["Department of Business Administration / School of Economics and Business Administration, University of Thessaly, Greece and \rComputer Science Department / School of Science &amp; Technology, Hellenic Open University, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Business Administration / School of Economics and Business Administration, University of Thessaly, Greece and \rComputer Science Department / School of Science &amp; Technology, Hellenic Open University, Greece","institution_ids":["https://openalex.org/I231025917","https://openalex.org/I145722265"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5084988739"],"corresponding_institution_ids":["https://openalex.org/I145722265"],"apc_list":null,"apc_paid":null,"fwci":4.3517,"has_fulltext":true,"cited_by_count":23,"citation_normalized_percentile":{"value":0.95055694,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9995999932289124,"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":0.9995999932289124,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9832000136375427,"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":0.9628999829292297,"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":0.7524311542510986},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.7219241857528687},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6941415071487427},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6365857124328613},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.6062906384468079},{"id":"https://openalex.org/keywords/grading","display_name":"Grading (engineering)","score":0.58746337890625},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.542829692363739},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5063360929489136},{"id":"https://openalex.org/keywords/visibility","display_name":"Visibility","score":0.49072468280792236},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.48586294054985046},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.46980032324790955},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3987754285335541},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3351166546344757},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2331867218017578},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08449241518974304}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7524311542510986},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.7219241857528687},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6941415071487427},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6365857124328613},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.6062906384468079},{"id":"https://openalex.org/C2777286243","wikidata":"https://www.wikidata.org/wiki/Q5591926","display_name":"Grading (engineering)","level":2,"score":0.58746337890625},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.542829692363739},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5063360929489136},{"id":"https://openalex.org/C123403432","wikidata":"https://www.wikidata.org/wiki/Q654068","display_name":"Visibility","level":2,"score":0.49072468280792236},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.48586294054985046},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.46980032324790955},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3987754285335541},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3351166546344757},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2331867218017578},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08449241518974304},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3564982.3564990","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3564982.3564990","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3564982.3564990","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 6th International Conference on Algorithms, Computing and Systems","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3564982.3564990","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3564982.3564990","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3564982.3564990","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 6th International Conference on Algorithms, Computing and Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.7099999785423279,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4318598352.pdf","grobid_xml":"https://content.openalex.org/works/W4318598352.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W27094966","https://openalex.org/W1528081447","https://openalex.org/W1553829422","https://openalex.org/W1983553433","https://openalex.org/W2015040676","https://openalex.org/W2049868504","https://openalex.org/W2072128103","https://openalex.org/W2153635508","https://openalex.org/W2202037140","https://openalex.org/W2322980134","https://openalex.org/W2465743429","https://openalex.org/W2473222057","https://openalex.org/W2782485997","https://openalex.org/W2803414046","https://openalex.org/W3000065748","https://openalex.org/W3037717601","https://openalex.org/W6680610111","https://openalex.org/W6749783731","https://openalex.org/W6776247736"],"related_works":["https://openalex.org/W1987827786","https://openalex.org/W2799586942","https://openalex.org/W2504091800","https://openalex.org/W2331775400","https://openalex.org/W2768832457","https://openalex.org/W2816728186","https://openalex.org/W2804624249","https://openalex.org/W605203981","https://openalex.org/W2560130217","https://openalex.org/W2911048623"],"abstract_inverted_index":{"Learning":[0],"analytics":[1],"(LA),":[2],"defined":[3],"as":[4],"\u201cthe":[5],"measurement,":[6],"collection,":[7],"analysis":[8],"and":[9,15,23,26,42,64,70,83,108,124],"reporting":[10],"of":[11,21,59,99,176],"data":[12,66],"about":[13],"learners":[14],"their":[16],"contexts":[17],"for":[18,80],"the":[19,27,47,57,76,97,140,145,159,166,172],"purposes":[20],"understanding":[22],"optimizing":[24],"learning":[25,78],"environments":[28],"in":[29,93,136,144,162,179],"which":[30,137,175],"it":[31,153],"occurs\u201d,":[32],"is":[33,52,154],"a":[34,53,115,119,130],"research":[35,54],"topic":[36],"that":[37,73,152],"has":[38],"gained":[39],"significant":[40],"importance":[41],"visibility":[43],"among":[44],"researchers":[45],"during":[46],"past":[48,105],"few":[49],"decades.":[50],"It":[51],"domain":[55],"where":[56,133],"use":[58,90],"modern":[60],"machine-learning":[61],"(ML)":[62],"algorithms":[63,92],"big":[65],"management":[67],"provide":[68],"timely":[69],"actionable":[71],"information":[72],"can":[74],"transform":[75],"overall":[77],"experience":[79],"both":[81,104,163],"students":[82],"educational":[84],"institutions.":[85],"In":[86],"this":[87,128],"paper":[88],"we":[89,126,134],"ML":[91],"order":[94],"to":[95,129,156],"predict":[96,135,158],"performance":[98,161],"students,":[100],"taking":[101],"into":[102],"account":[103],"semester":[106],"grades":[107],"socioeconomic":[109],"factors.":[110],"We":[111],"run":[112],"two":[113],"models;":[114],"2-class":[116,167],"one":[117],"predicting":[118],"\u201cpass\u201d":[120],"or":[121],"\u201cfail\u201d":[122],"result":[123],"then":[125],"expanded":[127],"5-class":[131,173],"model,":[132],"grading":[138],"group":[139],"student":[141],"will":[142],"fall":[143],"next":[146],"semester.":[147],"The":[148],"results":[149],"acquired":[150],"indicate":[151],"possible":[155],"accurately":[157],"student's":[160],"cases,":[164],"with":[165],"model":[168],"performing":[169],"better":[170],"than":[171],"one,":[174],"course":[177],"opts":[178],"providing":[180],"more":[181],"fine":[182],"grain":[183],"results.":[184]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2025-10-10T00:00:00"}
