{"id":"https://openalex.org/W2134570871","doi":null,"title":"Aberrant Learning Achievement Detection Based on Person-Fit Statistics in Personalized E-Learning Systems","display_name":"Aberrant Learning Achievement Detection Based on Person-Fit Statistics in Personalized E-Learning Systems","publication_year":2011,"publication_date":"2011-01-01","ids":{"openalex":"https://openalex.org/W2134570871","mag":"2134570871"},"language":"en","primary_location":{"id":"mag:2134570871","doi":null,"is_oa":true,"landing_page_url":"http://www.ifets.info/journals/14_1/10.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S187377680","display_name":"Educational Technology & Society","issn_l":"1176-3647","issn":["1176-3647","1436-4522"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","erih-plus","jufo-2","norway-1","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":null,"is_accepted":false,"is_published":false,"raw_source_name":"Educational Technology & Society","raw_type":null},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://www.ifets.info/journals/14_1/10.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089005209","display_name":"Ming-Tsung Liu","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ming-Tsung Liu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5113844352","display_name":"Pao-Ta Yu","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pao-Ta Yu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0489,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.79417584,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":97},"biblio":{"volume":"14","issue":"1","first_page":"107","last_page":"120"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9937000274658203,"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"}},"topics":[{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9937000274658203,"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/T11122","display_name":"Online Learning and Analytics","score":0.0044999998062849045,"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":0.00019999999494757503,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/person-fit-statistics","display_name":"person-fit statistics","score":0.8809999823570251},{"id":"https://openalex.org/keywords/personalized-e-learning","display_name":"personalized e-learning","score":0.8339999914169312},{"id":"https://openalex.org/keywords/item-response-theory","display_name":"item response theory","score":0.8180000185966492},{"id":"https://openalex.org/keywords/adaptive-learning-paths","display_name":"adaptive learning paths","score":0.9259999990463257},{"id":"https://openalex.org/keywords/non-cognitive-factors","display_name":"non-intellectual factors","score":0.8920000195503235},{"id":"https://openalex.org/keywords/academic-achievement","display_name":"academic performance","score":0.36000001430511475},{"id":"https://openalex.org/keywords/course-difficulty","display_name":"course difficulty","score":0.4699999988079071}],"concepts":[{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.5582190155982971},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5173539519309998},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5064624547958374},{"id":"https://openalex.org/C19875794","wikidata":"https://www.wikidata.org/wiki/Q1207340","display_name":"Item response theory","level":3,"score":0.5025794506072998},{"id":"https://openalex.org/C150681269","wikidata":"https://www.wikidata.org/wiki/Q2380771","display_name":"Cognitive style","level":3,"score":0.4717969298362732},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.4532902240753174},{"id":"https://openalex.org/C2781285556","wikidata":"https://www.wikidata.org/wiki/Q1820370","display_name":"Learning styles","level":2,"score":0.4372590482234955},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4364369511604309},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.43582063913345337},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.37766551971435547},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.3326435685157776},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.2974300980567932},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.23838722705841064},{"id":"https://openalex.org/C171606756","wikidata":"https://www.wikidata.org/wiki/Q506132","display_name":"Psychometrics","level":2,"score":0.13085561990737915},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.11278340220451355},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"mag:2134570871","doi":null,"is_oa":true,"landing_page_url":"http://www.ifets.info/journals/14_1/10.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S187377680","display_name":"Educational Technology & Society","issn_l":"1176-3647","issn":["1176-3647","1436-4522"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","erih-plus","jufo-2","norway-1","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":null,"is_accepted":false,"is_published":false,"raw_source_name":"Educational Technology & Society","raw_type":null}],"best_oa_location":{"id":"mag:2134570871","doi":null,"is_oa":true,"landing_page_url":"http://www.ifets.info/journals/14_1/10.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S187377680","display_name":"Educational Technology & Society","issn_l":"1176-3647","issn":["1176-3647","1436-4522"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","erih-plus","jufo-2","norway-1","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":null,"is_accepted":false,"is_published":false,"raw_source_name":"Educational Technology & Society","raw_type":null},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality education","score":0.8278999924659729}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W90141904","https://openalex.org/W289929226","https://openalex.org/W423451303","https://openalex.org/W601742816","https://openalex.org/W1518923171","https://openalex.org/W1541634262","https://openalex.org/W1581387623","https://openalex.org/W1588286827","https://openalex.org/W1605548433","https://openalex.org/W1640344466","https://openalex.org/W1951445929","https://openalex.org/W1971351554","https://openalex.org/W1976598510","https://openalex.org/W1977137834","https://openalex.org/W1986021671","https://openalex.org/W1991503904","https://openalex.org/W1995617856","https://openalex.org/W1998696323","https://openalex.org/W2002337543","https://openalex.org/W2009251167","https://openalex.org/W2025820782","https://openalex.org/W2037785375","https://openalex.org/W2039113359","https://openalex.org/W2056894956","https://openalex.org/W2065824068","https://openalex.org/W2080152945","https://openalex.org/W2082491451","https://openalex.org/W2086075056","https://openalex.org/W2086531266","https://openalex.org/W2087756551","https://openalex.org/W2094743217","https://openalex.org/W2108895545","https://openalex.org/W2110515480","https://openalex.org/W2110920097","https://openalex.org/W2115288334","https://openalex.org/W2118565744","https://openalex.org/W2120945046","https://openalex.org/W2123169053","https://openalex.org/W2131924543","https://openalex.org/W2132892763","https://openalex.org/W2158232862","https://openalex.org/W2162283255","https://openalex.org/W2321163119","https://openalex.org/W2339343773","https://openalex.org/W2505415825","https://openalex.org/W2584014622","https://openalex.org/W2603932487","https://openalex.org/W2798235027","https://openalex.org/W2905339401"],"related_works":["https://openalex.org/W2162283255","https://openalex.org/W1973840977","https://openalex.org/W7097101547","https://openalex.org/W2520963509","https://openalex.org/W4234918261","https://openalex.org/W2027459465","https://openalex.org/W4403385196","https://openalex.org/W2159219685","https://openalex.org/W2615520479","https://openalex.org/W3047358784"],"abstract_inverted_index":{"A":[0],"personalized":[1,92],"e-learning":[2],"service":[3],"provides":[4],"learning":[5,42,66,83,111,129,149,190,195],"content":[6],"to":[7,39,73,108,158,171,175],"fit":[8],"learners\u2019":[9],"individual":[10],"differences.":[11],"Learning":[12,35],"achievements":[13],"are":[14],"influenced":[15],"by":[16,138],"cognitive":[17,86],"as":[18,20,24],"well":[19],"non-cognitive":[21,53],"factors":[22],"such":[23,146,185],"mood,":[25],"motivation,":[26],"interest,":[27],"and":[28,105,160,192],"personal":[29],"styles.":[30],"This":[31,88],"paper":[32],"proposes":[33,90],"the":[34,47,58,118,127,135,139,189,194],"Caution":[36],"Indexes":[37],"(LCI)":[38],"detect":[40],"aberrant":[41,148,179],"patterns.":[43,180],"The":[44,113],"philosophy":[45],"behind":[46],"LCI":[48],"is":[49,131,151],"that":[50,162,184],"if":[51],"any":[52],"factor":[54],"influences":[55],"a":[56,75,91,153],"learner,":[57],"effect":[59],"will":[60],"eventually":[61],"be":[62],"reflected":[63],"in":[64,121],"his/her":[65],"achievement.":[67],"Therefore,":[68],"it\u2019s":[69],"our":[70],"explicit":[71],"attempt":[72],"build":[74],"prototype":[76],"system":[77,94],"aimed":[78],"at":[79],"assessing":[80],"aspects":[81],"of":[82],"other":[84],"than":[85],"factors.":[87],"study":[89],"elearning":[93],"based":[95],"on":[96],"Item":[97,140],"Response":[98,141],"Theory":[99,142],"which":[100,115],"considers":[101],"both":[102],"course":[103],"difficulty":[104],"learner\u2019s":[106],"ability":[107],"provide":[109],"adaptive":[110],"paths.":[112],"LCI,":[114],"originates":[116],"from":[117,134],"person-fit":[119],"statistics":[120],"psychometric":[122],"theory,":[123],"statistically":[124],"judges":[125],"whether":[126],"observed":[128],"achievement":[130,136],"significantly":[132],"different":[133],"predicted":[137],"(IRT)":[143],"models.":[144],"If":[145],"an":[147],"pattern":[150],"detected,":[152],"computer":[154],"tutoring":[155],"agent":[156],"appears":[157],"notify":[159],"encourage":[161],"learner.":[163],"Furthermore,":[164],"human":[165],"tutors":[166],"may":[167],"get":[168],"involved":[169],"periodically":[170],"offer":[172],"further":[173],"guidance":[174],"support":[176],"learners":[177],"with":[178],"Experimental":[181],"results":[182],"show":[183],"diagnostics":[186],"could":[187],"enhance":[188],"efficiency":[191],"smooth":[193],"experience.":[196]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":2},{"year":2013,"cited_by_count":3},{"year":2012,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2016-06-24T00:00:00"}
