{"id":"https://openalex.org/W2395901212","doi":"https://doi.org/10.5220/0004732402450255","title":"Adaptation Schemes for Question's Level to be Proposed by Intelligent Tutoring Systems","display_name":"Adaptation Schemes for Question's Level to be Proposed by Intelligent Tutoring Systems","publication_year":2014,"publication_date":"2014-01-01","ids":{"openalex":"https://openalex.org/W2395901212","doi":"https://doi.org/10.5220/0004732402450255","mag":"2395901212"},"language":"en","primary_location":{"id":"doi:10.5220/0004732402450255","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0004732402450255","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 6th International Conference on Agents and Artificial Intelligence","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0004732402450255","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089688680","display_name":"Rina Azoulay","orcid":"https://orcid.org/0000-0001-5490-0512"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rina Azoulay","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105397275","display_name":"Esther David","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Esther David","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020901107","display_name":"Dorit Hutzler","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dorit Hutzler","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5073505136","display_name":"Mireille Avigal","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mireille Avigal","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4229,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.77997657,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"245","last_page":"255"},"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":0.9969000220298767,"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":0.9969000220298767,"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":0.9057999849319458,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.8200695514678955},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8121004104614258},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6386691331863403},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6202541589736938},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6023948788642883},{"id":"https://openalex.org/keywords/intelligent-tutoring-system","display_name":"Intelligent tutoring system","score":0.5996978282928467},{"id":"https://openalex.org/keywords/bayesian-inference","display_name":"Bayesian inference","score":0.5950357913970947},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5864328742027283},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.5567184686660767},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.5549945831298828},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.5274158716201782},{"id":"https://openalex.org/keywords/user-modeling","display_name":"User modeling","score":0.4312973916530609},{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.4160107672214508},{"id":"https://openalex.org/keywords/user-interface","display_name":"User interface","score":0.14823240041732788},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09004059433937073}],"concepts":[{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.8200695514678955},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8121004104614258},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6386691331863403},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6202541589736938},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6023948788642883},{"id":"https://openalex.org/C2779336797","wikidata":"https://www.wikidata.org/wiki/Q3055492","display_name":"Intelligent tutoring system","level":2,"score":0.5996978282928467},{"id":"https://openalex.org/C160234255","wikidata":"https://www.wikidata.org/wiki/Q812535","display_name":"Bayesian inference","level":3,"score":0.5950357913970947},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5864328742027283},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.5567184686660767},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.5549945831298828},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.5274158716201782},{"id":"https://openalex.org/C67712803","wikidata":"https://www.wikidata.org/wiki/Q7901853","display_name":"User modeling","level":3,"score":0.4312973916530609},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.4160107672214508},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.14823240041732788},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09004059433937073},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5220/0004732402450255","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0004732402450255","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 6th International Conference on Agents and Artificial Intelligence","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.5220/0004732402450255","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0004732402450255","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 6th International Conference on Agents and Artificial Intelligence","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.6700000166893005,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2104210653","https://openalex.org/W2407375987","https://openalex.org/W3049691116","https://openalex.org/W2134513264","https://openalex.org/W2505726097","https://openalex.org/W2010643158","https://openalex.org/W2106867672","https://openalex.org/W4310268968","https://openalex.org/W2950975704","https://openalex.org/W4297815943"],"abstract_inverted_index":{"The":[0,131,153],"main":[1],"challenge":[2],"in":[3,101,197,204],"developing":[4],"a":[5,107,166],"good":[6],"Intelligent":[7],"Tutoring":[8],"System":[9],"(ITS)":[10],"is,":[11],"surely,":[12],"the":[13,19,27,37,51,76,88,93,113,128,136,140,143,151,157,161,175,198],"question":[14,98],"of":[15,22,43,50,66,139,174,212],"how":[16],"to":[17,26,41,74,91,111,119,150,186,192,194,205],"adapt":[18,193],"hardness":[20],"level":[21,99,196],"questions":[23],"and":[24],"tasks":[25],"current":[28],"student's":[29,195],"capabilities,":[30],"assuming":[31,142],"these":[32,207],"are":[33],"dynamically":[34],"changing":[35],"over":[36],"tutoring":[38],"period.":[39],"According":[40],"state":[42],"art,":[44],"most":[45],"ITS":[46,73],"systems":[47],"make":[48],"use":[49,120],"Q-learning":[52],"algorithm":[53,96],"for":[54,72,97,127],"this":[55,86,105],"adaptation":[56,115],"task.":[57],"Our":[58,178],"paper":[59],"presents":[60],"innovative":[61],"results":[62,132,154,209],"that":[63,156,159,181],"compare":[64],"performances":[65],"several":[67],"methods":[68],"not":[69],"applied":[70],"before":[71],"handle":[75],"above":[77],"challenge.":[78],"In":[79],"particular":[80],"as":[81,83,104],"far":[82],"we":[84,117],"know":[85],"is":[87,106,147,163,180,202],"first":[89],"attempt":[90],"apply":[92],"Bayesian":[94,167,188],"inference":[95,189],"matching":[100],"ITS.":[102,152,199],"Next,":[103],"groundwork":[108],"research":[109],"done":[110],"identify":[112],"best":[114],"scheme,":[116],"propose":[118],"an":[121],"artificial":[122],"environment":[123],"with":[124,135,210],"simulated":[125],"students":[126],"evaluation":[129],"phase.":[130],"were":[133],"benchmarked":[134],"optimal":[137,176],"performance":[138],"system":[141],"user":[144],"model":[145],"(abilities)":[146],"completely":[148],"known":[149],"show":[155],"method":[158],"outperforms":[160],"other":[162],"based":[164,190],"on":[165],"Inference":[168],"which":[169],"achieves":[170],"more":[171],"than":[172],"90%":[173],"performance.":[177],"conclusion":[179],"it":[182],"may":[183],"be":[184],"worthwhile":[185],"integrate":[187],"algorithms":[191],"Future":[200],"work":[201],"required":[203],"confront":[206],"empirical":[208],"those":[211],"real":[213],"students.":[214]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2016-06-24T00:00:00"}
