{"id":"https://openalex.org/W4407949431","doi":"https://doi.org/10.1109/fie61694.2024.10892898","title":"Systematic Literature Review on Machine Learning Research in Education","display_name":"Systematic Literature Review on Machine Learning Research in Education","publication_year":2024,"publication_date":"2024-10-13","ids":{"openalex":"https://openalex.org/W4407949431","doi":"https://doi.org/10.1109/fie61694.2024.10892898"},"language":"en","primary_location":{"id":"doi:10.1109/fie61694.2024.10892898","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fie61694.2024.10892898","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Frontiers in Education Conference (FIE)","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/A5093874819","display_name":"Hamzah Arishi","orcid":"https://orcid.org/0000-0003-0324-9701"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Hamzah Arishi","raw_affiliation_strings":["School of Computer and Mathematical Sciences, The University of Adelaide,Adelaide,Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer and Mathematical Sciences, The University of Adelaide,Adelaide,Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030025985","display_name":"Nickolas Falkner","orcid":"https://orcid.org/0000-0001-7892-6813"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Nickolas Falkner","raw_affiliation_strings":["School of Computer and Mathematical Sciences, The University of Adelaide,Adelaide,Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer and Mathematical Sciences, The University of Adelaide,Adelaide,Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077658936","display_name":"Christoph Treude","orcid":"https://orcid.org/0000-0002-6919-2149"},"institutions":[{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Christoph Treude","raw_affiliation_strings":["School of Computing and Information Systems, Singapore Management University,Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computing and Information Systems, Singapore Management University,Singapore","institution_ids":["https://openalex.org/I79891267"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5116424172","display_name":"Thushari Attapattu","orcid":null},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Thushari Attapattu","raw_affiliation_strings":["School of Computer and Mathematical Sciences, The University of Adelaide,Adelaide,Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer and Mathematical Sciences, The University of Adelaide,Adelaide,Australia","institution_ids":["https://openalex.org/I5681781"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5093874819"],"corresponding_institution_ids":["https://openalex.org/I5681781"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.44502043,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14484","display_name":"Technology and Data Analysis","score":0.8065000176429749,"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"}},"topics":[{"id":"https://openalex.org/T14484","display_name":"Technology and Data Analysis","score":0.8065000176429749,"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/T13751","display_name":"Diverse Approaches in Healthcare and Education Studies","score":0.7524999976158142,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.667587161064148},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35083311796188354},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.32803380489349365},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.32716867327690125},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1642201542854309}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.667587161064148},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35083311796188354},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.32803380489349365},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.32716867327690125},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1642201542854309}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fie61694.2024.10892898","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fie61694.2024.10892898","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Frontiers in Education Conference (FIE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6600000262260437,"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":22,"referenced_works":["https://openalex.org/W1602011302","https://openalex.org/W1976072050","https://openalex.org/W2138178898","https://openalex.org/W2161336914","https://openalex.org/W2284729062","https://openalex.org/W2309832917","https://openalex.org/W2327371452","https://openalex.org/W2336421784","https://openalex.org/W2581082771","https://openalex.org/W2607167007","https://openalex.org/W2783429352","https://openalex.org/W2909913588","https://openalex.org/W2910392324","https://openalex.org/W3000065748","https://openalex.org/W3048290715","https://openalex.org/W3118615836","https://openalex.org/W3124064698","https://openalex.org/W3146142859","https://openalex.org/W3163935305","https://openalex.org/W4231312636","https://openalex.org/W4308346016","https://openalex.org/W6776690091"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"This":[0],"systematic":[1],"literature":[2,9,135],"review":[3,113],"(SLR)":[4],"critically":[5],"examines":[6],"the":[7,13,62,73,78,93,112,116,133,198,282,297],"published":[8,160],"since":[10],"2012":[11,162],"on":[12,72,92,136,169,236],"applications":[14,23,138],"of":[15,49,83,104,120,123,201,213,222,247],"machine":[16,205],"learning":[17],"(ML)":[18],"in":[19,99,111,139,175,261,296],"higher":[20,140,202,262],"education.":[21,141,263],"These":[22],"include":[24],"student":[25,179],"performance":[26],"classification,":[27],"retention":[28],"prediction,":[29],"experience":[30],"enhancement,":[31],"and":[32,69,89,96,118,131,182,204,231,259,275,292],"educational":[33,53],"data":[34,84,150,154],"mining.":[35],"Machine":[36],"Learning":[37],"research":[38,294],"has":[39],"developed":[40],"at":[41,56],"a":[42,57,81,87,144,211,219,237],"rapid":[43],"pace":[44],"to":[45,61,108,163,189,218,251,270,288],"enhance":[46],"different":[47],"aspects":[48],"our":[50],"lives.":[51],"The":[52,102,165,207,244,264],"sciences":[54],"are":[55],"pivotal":[58],"point":[59],"due":[60],"potential":[63],"influence":[64],"that":[65,106,193],"ML":[66,137,255],"techniques":[67],"have":[68,71,76,267],"will":[70,285],"field.":[74],"We":[75,142],"aggregated":[77],"findings":[79],"from":[80,161],"range":[82],"sources,":[85,151,155],"offering":[86],"thorough":[88],"objective":[90],"perspective":[91],"advancements,":[94],"challenges,":[95],"future":[97,278],"directions":[98],"this":[100,121,126],"area.":[101],"volume":[103],"work":[105],"needed":[107],"be":[109],"considered":[110],"clearly":[114],"indicates":[115],"importance":[117],"relevance":[119],"application":[122],"ML.":[124],"In":[125,280],"SLR,":[127],"we":[128],"collect,":[129],"analyse,":[130],"present":[132],"existing":[134],"utilise":[143],"comprehensive":[145],"search":[146],"strategy":[147],"across":[148],"multiple":[149],"including":[152],"11":[153],"identifying":[156],"all":[157],"relevant":[158],"studies":[159,192],"2024.":[164],"inclusion":[166],"criteria":[167,185],"focused":[168,199],"peer-reviewed":[170],"articles":[171],"using":[172],"ML-derived":[173],"tools":[174],"areas":[176,276,295],"such":[177],"as":[178],"performance,":[180],"retention,":[181],"experience.":[183],"Exclusion":[184],"were":[186],"rigorously":[187],"applied":[188],"filter":[190],"out":[191],"did":[194],"not":[195],"align":[196],"with":[197],"domain":[200],"education":[203],"learning.":[206],"initial":[208],"results":[209],"yielded":[210],"pool":[212],"16,581":[214],"articles,":[215],"then":[216],"refined":[217],"substantive":[220],"selection":[221],"15,788":[223],"by":[224],"removing":[225],"duplicates,":[226],"screening":[227],"for":[228,277],"false":[229],"positives,":[230],"conducting":[232],"quality":[233,239],"assessment":[234],"based":[235],"structured":[238],"control":[240],"(QC)":[241],"scoring":[242],"system.":[243],"final":[245],"set":[246],"papers":[248],"was":[249],"analysed":[250],"extract":[252],"insights":[253,265],"into":[254],"applications'":[256],"methodologies,":[257,274],"effectiveness,":[258],"trends":[260],"gained":[266],"allowed":[268],"us":[269,287],"identify":[271],"key":[272],"trends,":[273],"research.":[279],"addition,":[281],"surveying":[283],"process":[284],"enable":[286],"highlight":[289],"publication":[290],"patterns":[291],"critical":[293],"space.":[298]},"counts_by_year":[],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}
