{"id":"https://openalex.org/W6967426217","doi":"https://doi.org/10.5075/epfl-thesis-8037","title":"Learning Analytics for Adaptive and Self-Improving Learning Environments for Inductive Teaching","display_name":"Learning Analytics for Adaptive and Self-Improving Learning Environments for Inductive Teaching","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W6967426217","doi":"https://doi.org/10.5075/epfl-thesis-8037"},"language":"en","primary_location":{"id":"pmh:oai:infoscience.epfl.ch:287469","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/287469","pdf_url":"https://infoscience.epfl.ch/record/287469/files/EPFL_TH8037.pdf","source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"doctoral thesis"},"type":"dissertation","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://infoscience.epfl.ch/record/287469/files/EPFL_TH8037.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Faucon, Louis Pierre","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Faucon, Louis Pierre","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":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.3840000033378601,"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":0.3840000033378601,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.26489999890327454,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.025200000032782555,"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/construct","display_name":"Construct (python library)","score":0.6144999861717224},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.5455999970436096},{"id":"https://openalex.org/keywords/adaptive-learning","display_name":"Adaptive learning","score":0.4918000102043152},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.4449999928474426},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.42879998683929443},{"id":"https://openalex.org/keywords/inductive-reasoning","display_name":"Inductive reasoning","score":0.39259999990463257},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.3921999931335449},{"id":"https://openalex.org/keywords/aggregate","display_name":"Aggregate (composite)","score":0.38920000195503235},{"id":"https://openalex.org/keywords/active-learning","display_name":"Active learning (machine learning)","score":0.3650999963283539},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.36039999127388},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"Educational data mining","score":0.3504999876022339}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7278000116348267},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.6144999861717224},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.5455999970436096},{"id":"https://openalex.org/C125014702","wikidata":"https://www.wikidata.org/wiki/Q4680749","display_name":"Adaptive learning","level":2,"score":0.4918000102043152},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.4449999928474426},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4381999969482422},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.42879998683929443},{"id":"https://openalex.org/C21563000","wikidata":"https://www.wikidata.org/wiki/Q484511","display_name":"Inductive reasoning","level":2,"score":0.39259999990463257},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.3921999931335449},{"id":"https://openalex.org/C4679612","wikidata":"https://www.wikidata.org/wiki/Q866298","display_name":"Aggregate (composite)","level":2,"score":0.38920000195503235},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.3650999963283539},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.36039999127388},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.3504999876022339},{"id":"https://openalex.org/C2778365744","wikidata":"https://www.wikidata.org/wiki/Q2426689","display_name":"Learning environment","level":2,"score":0.34769999980926514},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.32420000433921814},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.3237000107765198},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3174000084400177},{"id":"https://openalex.org/C160234255","wikidata":"https://www.wikidata.org/wiki/Q812535","display_name":"Bayesian inference","level":3,"score":0.31189998984336853},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.29919999837875366},{"id":"https://openalex.org/C2993131915","wikidata":"https://www.wikidata.org/wiki/Q484511","display_name":"Inductive method","level":3,"score":0.2989000082015991},{"id":"https://openalex.org/C2780468074","wikidata":"https://www.wikidata.org/wiki/Q16628824","display_name":"Digital learning","level":2,"score":0.29679998755455017},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.29319998621940613},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.2930000126361847},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.29109999537467957},{"id":"https://openalex.org/C197352929","wikidata":"https://www.wikidata.org/wiki/Q1074074","display_name":"Inductive bias","level":4,"score":0.2840000092983246},{"id":"https://openalex.org/C159456220","wikidata":"https://www.wikidata.org/wiki/Q667334","display_name":"Instructional design","level":2,"score":0.2775000035762787},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.2770000100135803},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.2750000059604645},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.2694000005722046},{"id":"https://openalex.org/C2780992000","wikidata":"https://www.wikidata.org/wiki/Q17016113","display_name":"Generator (circuit theory)","level":3,"score":0.2599000036716461},{"id":"https://openalex.org/C19122763","wikidata":"https://www.wikidata.org/wiki/Q7662215","display_name":"Synchronous learning","level":4,"score":0.2587999999523163},{"id":"https://openalex.org/C37228920","wikidata":"https://www.wikidata.org/wiki/Q1307600","display_name":"Experiential learning","level":2,"score":0.2563999891281128},{"id":"https://openalex.org/C2781002164","wikidata":"https://www.wikidata.org/wiki/Q6822311","display_name":"Meta learning (computer science)","level":3,"score":0.2492000013589859},{"id":"https://openalex.org/C77075516","wikidata":"https://www.wikidata.org/wiki/Q6027324","display_name":"Inductive transfer","level":5,"score":0.24650000035762787},{"id":"https://openalex.org/C48164120","wikidata":"https://www.wikidata.org/wiki/Q4491893","display_name":"Concept learning","level":2,"score":0.23989999294281006},{"id":"https://openalex.org/C3019723476","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Electronic learning","level":3,"score":0.23600000143051147},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.23520000278949738},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.23170000314712524},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2305999994277954},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.22689999639987946}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:infoscience.epfl.ch:287469","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/287469","pdf_url":"https://infoscience.epfl.ch/record/287469/files/EPFL_TH8037.pdf","source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"doctoral thesis"},{"id":"doi:10.5075/epfl-thesis-8037","is_oa":true,"landing_page_url":"https://doi.org/10.5075/epfl-thesis-8037","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Dissertation"}],"best_oa_location":{"id":"pmh:oai:infoscience.epfl.ch:287469","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/287469","pdf_url":"https://infoscience.epfl.ch/record/287469/files/EPFL_TH8037.pdf","source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"doctoral thesis"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.7921901345252991,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W6967426217.pdf","grobid_xml":"https://content.openalex.org/works/W6967426217.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0,171],"emergence":[1],"of":[2,15,21,139,162,173,194,216,229,260,280,282,310,321,326,365,378,399,428,450,456],"digital":[3],"technology":[4],"is":[5,18,49,75,107,176],"changing":[6],"education":[7],"in":[8,35,148,166,187,266,291,323,453],"many":[9],"ways.":[10],"A":[11],"particularly":[12],"interesting":[13],"aspect":[14],"this":[16,56,358],"transformation":[17],"the":[19,52,110,120,137,160,179,192,222,258,303,307,319,324,354,375,426,448,454],"development":[20],"learning":[22,43,64,113,133,250,330,383,394,419,438,467],"environments":[23,65],"that":[24,66,79,112,142,156,247,287,349,357,372],"can":[25,32,469],"automatically":[26,38],"adapt":[27,46],"to":[28,37,47,60,127,177,181,211,257,295,344,396,411],"individual":[29,264,308,407],"students":[30,48,68,96,118,163,220,230,249,277,288,311,337,350],"and":[31,62,130,164,213,237,263,381,405,410,444],"collect":[33],"data":[34,146],"order":[36],"improve":[39],"themselves.":[40,123],"How":[41],"a":[42,76,140,154,195,203,208,239,362,393,432,466],"environment":[44,384,395,468],"should":[45],"dependent":[50],"on":[51,207,221,227,243,272,299],"pedagogical":[53,77,105],"approach.":[54],"In":[55,460],"thesis,":[57],"we":[58,125,143,190,235,255,333,368,389,422],"contribute":[59,126,256,369],"adaptive":[61,183,380,457],"self-improving":[63,240,382],"support":[67,182],"during":[69,328],"inductive":[70,94,261,267,314,329,340,386,418,437,458,474],"reasoning":[71],"activities.":[72,331],"Inductive":[73],"teaching":[74,262],"approach":[78,106,175],"yields":[80],"very":[81],"beneficial":[82],"outcomes":[83,114,251],"for":[84,132,385,392,416,436,447],"students,":[85],"but":[86,356],"has":[87],"not":[88],"received":[89],"sufficient":[90],"technological":[91],"support.":[92],"Using":[93],"reasoning,":[95],"infer":[97],"general":[98],"rules":[99],"or":[100],"concepts":[101],"from":[102,231,402],"observations.":[103],"This":[104,316],"motivated":[108],"by":[109,122,185,219,353,424,462],"idea":[111],"will":[115],"increase":[116],"when":[117,342],"construct":[119],"knowledge":[121],"First,":[124],"student":[128],"modeling":[129],"self-improvement":[131],"environments.":[134,439],"We":[135,152,201,269,305,347,440],"share":[136,191],"results":[138,193,271,446],"study":[141,197,285],"conducted":[144],"using":[145,463],"collected":[147],"several":[149],"large":[150],"classrooms.":[151,188],"develop":[153],"mechanism":[155,435],"collects":[157],"data,":[158,403],"estimates":[159],"progress":[161],"predicts":[165],"real-time":[167],"their":[168,313,339],"future":[169],"progress.":[170],"goal":[172],"our":[174],"aggregate":[178],"predictions":[180],"decisions":[184],"teachers":[186],"Moreover,":[189],"second":[196],"with":[198,275],"MOOC":[199,223],"students.":[200],"use":[202,449],"generative":[204],"model,":[205],"based":[206,226,298],"Semi-Markov":[209],"Chain,":[210],"model":[212],"simulate":[214],"sequences":[215],"actions":[217],"taken":[218],"platform.":[224],"Additionally,":[225,332],"observations":[228,443],"arbitrary":[232],"Bayesian":[233],"models,":[234],"propose":[236],"analyse":[238,334],"algorithm":[241],"relying":[242],"Thompson":[244],"Sampling":[245],"optimisation":[246],"maximizes":[248],"over":[252],"time.":[253,366],"Second,":[254],"analysis":[259],"differences":[265,301,309],"reasoning.":[268],"report":[270],"an":[273,379,417],"experiment":[274],"222":[276],"solving":[278],"tasks":[279],"categorisation":[281],"images.":[283],"Our":[284],"revealed":[286],"individually":[289],"differ":[290],"how":[292,335],"they":[293],"choose":[294],"classify":[296],"examples":[297,327,415],"feature":[300],"between":[302],"examples.":[304],"define":[306],"as":[312,431],"bias.":[315],"result":[317],"motivates":[318],"importance":[320],"adaptivity":[322],"selection":[325],"much":[336],"change":[338],"bias":[341],"confronted":[343],"negative":[345],"feedback.":[346],"find":[348],"are":[351],"influenced":[352],"feedback,":[355],"influence":[359],"decays":[360],"after":[361],"short":[363],"period":[364],"Third,":[367],"multiple":[370],"algorithms":[371,391],"constitute":[373],"together":[374],"necessary":[376],"components":[377],"teaching.":[387,459],"Notably,":[388],"designed":[390],"extract":[397],"representations":[398],"students'":[400,408,473],"biases":[401],"estimate":[404,470],"trace":[406],"biases,":[409],"optimally":[412],"select":[413],"personalised":[414],"activity.":[420],"Finally,":[421],"conclude":[423],"describing":[425],"concept":[427],"probabilistic":[429,451,464],"testing":[430,452],"promising":[433],"assessment":[434],"provide":[441],"preliminary":[442],"theoretical":[445],"context":[455],"particular,":[461],"tests,":[465],"more":[471],"quickly":[472],"biases.":[475]},"counts_by_year":[],"updated_date":"2026-07-23T05:56:39.545243","created_date":"2025-10-10T00:00:00"}
