{"id":"https://openalex.org/W2169196271","doi":"https://doi.org/10.1007/978-3-540-45002-3_6","title":"Internal Models and Anticipations in Adaptive Learning Systems","display_name":"Internal Models and Anticipations in Adaptive Learning Systems","publication_year":2003,"publication_date":"2003-01-01","ids":{"openalex":"https://openalex.org/W2169196271","doi":"https://doi.org/10.1007/978-3-540-45002-3_6","mag":"2169196271"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-540-45002-3_6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-540-45002-3_6","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5075919503","display_name":"Martin V. Butz","orcid":"https://orcid.org/0000-0002-8120-8537"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]},{"id":"https://openalex.org/I25974101","display_name":"University of W\u00fcrzburg","ror":"https://ror.org/00fbnyb24","country_code":"DE","type":"education","lineage":["https://openalex.org/I25974101"]}],"countries":["DE","US"],"is_corresponding":false,"raw_author_name":"Martin V. Butz","raw_affiliation_strings":["Department of Cognitive Psychology, University of W\u00fcrzburg, Germany","Department of Psychology, University of W\u00fcrzburg, R\u00f6ntgenring 11, 97070, W\u00fcrzburg, Germany","Illinois Genetic Algorithms Laboratory (IlliGAL), University of Illinois at Urbana-Champaign, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Cognitive Psychology, University of W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I25974101"]},{"raw_affiliation_string":"Department of Psychology, University of W\u00fcrzburg, R\u00f6ntgenring 11, 97070, W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I25974101"]},{"raw_affiliation_string":"Illinois Genetic Algorithms Laboratory (IlliGAL), University of Illinois at Urbana-Champaign, IL, USA","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042850624","display_name":"Olivier Sigaud","orcid":"https://orcid.org/0000-0002-8544-0229"},"institutions":[{"id":"https://openalex.org/I39804081","display_name":"Sorbonne Universit\u00e9","ror":"https://ror.org/02en5vm52","country_code":"FR","type":"education","lineage":["https://openalex.org/I39804081"]},{"id":"https://openalex.org/I4210159731","display_name":"LIP6","ror":"https://ror.org/05krcen59","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I39804081","https://openalex.org/I4210159245","https://openalex.org/I4210159731"]},{"id":"https://openalex.org/I48825208","display_name":"Universit\u00e9 Paris 8","ror":"https://ror.org/04wez5e68","country_code":"FR","type":"education","lineage":["https://openalex.org/I48825208"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Olivier Sigaud","raw_affiliation_strings":["Animat Lab, University Paris VI, 104 Av du Pr\u00e9sident Kennedy, 75016, Paris, France","AnimatLab-LIP6, 8, rue du capitaine Scott, 75015, Paris, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Animat Lab, University Paris VI, 104 Av du Pr\u00e9sident Kennedy, 75016, Paris, France","institution_ids":["https://openalex.org/I48825208","https://openalex.org/I39804081"]},{"raw_affiliation_string":"AnimatLab-LIP6, 8, rue du capitaine Scott, 75015, Paris, France","institution_ids":["https://openalex.org/I4210159731"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035110230","display_name":"Pierre G\u00e9rard","orcid":"https://orcid.org/0000-0002-6231-1803"},"institutions":[{"id":"https://openalex.org/I4210091279","display_name":"Universit\u00e9 Sorbonne Paris Nord","ror":"https://ror.org/0199hds37","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210091279"]},{"id":"https://openalex.org/I4210129765","display_name":"Laboratoire de physique des lasers","ror":"https://ror.org/03n3yg876","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I4210091279","https://openalex.org/I4210129765"]},{"id":"https://openalex.org/I4210156583","display_name":"Laboratoire d'Informatique de Paris-Nord","ror":"https://ror.org/05g1zjw44","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210091279","https://openalex.org/I4210156583","https://openalex.org/I4210159245"]},{"id":"https://openalex.org/I4210159731","display_name":"LIP6","ror":"https://ror.org/05krcen59","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I39804081","https://openalex.org/I4210159245","https://openalex.org/I4210159731"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Pierre G\u00e9rard","raw_affiliation_strings":["ADAge, LIPN, Univ. de Paris-Nord, 93 430, Villetaneuse, France","AnimatLab-LIP6, 8, rue du capitaine Scott, 75015, Paris, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ADAge, LIPN, Univ. de Paris-Nord, 93 430, Villetaneuse, France","institution_ids":["https://openalex.org/I4210091279","https://openalex.org/I4210129765","https://openalex.org/I4210156583"]},{"raw_affiliation_string":"AnimatLab-LIP6, 8, rue du capitaine Scott, 75015, Paris, France","institution_ids":["https://openalex.org/I4210159731"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":3.0413,"has_fulltext":false,"cited_by_count":79,"citation_normalized_percentile":{"value":0.92105263,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"86","last_page":"109"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.991599977016449,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.991599977016449,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9776999950408936,"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/T11252","display_name":"Evolutionary Game Theory and Cooperation","score":0.9627000093460083,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/adaptive-behavior","display_name":"Adaptive behavior","score":0.8139361143112183},{"id":"https://openalex.org/keywords/anticipation","display_name":"Anticipation (artificial intelligence)","score":0.5984506011009216},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.5313692092895508},{"id":"https://openalex.org/keywords/stochastic-game","display_name":"Stochastic game","score":0.5136972665786743},{"id":"https://openalex.org/keywords/adaptive-learning","display_name":"Adaptive learning","score":0.500664234161377},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.4707380533218384},{"id":"https://openalex.org/keywords/relation","display_name":"Relation (database)","score":0.4662787914276123},{"id":"https://openalex.org/keywords/cognitive-science","display_name":"Cognitive science","score":0.4317421317100525},{"id":"https://openalex.org/keywords/adaptive-strategies","display_name":"Adaptive strategies","score":0.42871519923210144},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3607648015022278},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2762130796909332},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.22392982244491577},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09015467762947083},{"id":"https://openalex.org/keywords/mathematical-economics","display_name":"Mathematical economics","score":0.0826101303100586}],"concepts":[{"id":"https://openalex.org/C68784500","wikidata":"https://www.wikidata.org/wiki/Q1570691","display_name":"Adaptive behavior","level":2,"score":0.8139361143112183},{"id":"https://openalex.org/C176777502","wikidata":"https://www.wikidata.org/wiki/Q4774623","display_name":"Anticipation (artificial intelligence)","level":2,"score":0.5984506011009216},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5313692092895508},{"id":"https://openalex.org/C22171661","wikidata":"https://www.wikidata.org/wiki/Q1074380","display_name":"Stochastic game","level":2,"score":0.5136972665786743},{"id":"https://openalex.org/C125014702","wikidata":"https://www.wikidata.org/wiki/Q4680749","display_name":"Adaptive learning","level":2,"score":0.500664234161377},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.4707380533218384},{"id":"https://openalex.org/C25343380","wikidata":"https://www.wikidata.org/wiki/Q277521","display_name":"Relation (database)","level":2,"score":0.4662787914276123},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.4317421317100525},{"id":"https://openalex.org/C167393769","wikidata":"https://www.wikidata.org/wiki/Q4680768","display_name":"Adaptive strategies","level":2,"score":0.42871519923210144},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3607648015022278},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2762130796909332},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.22392982244491577},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09015467762947083},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.0826101303100586},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1007/978-3-540-45002-3_6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-540-45002-3_6","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.12.8898","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.12.8898","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://animatlab.lip6.fr/papers/Butz_Sig_Ger_ABiALSModels.ps.gz","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.13.1183","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.13.1183","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www-illigal.ge.uiuc.edu/ABiALS/Papers/ABiALS2002Intro.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.19.4730","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.19.4730","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://animatlab.lip6.fr/papers/Butz_Sig_Ger_ABIALS02.ps.gz","raw_type":"text"},{"id":"pmh:oai:HAL:hal-01532236v1","is_oa":false,"landing_page_url":"https://hal.science/hal-01532236","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Anticipatory Behavior in Adaptive Learning Systems, 2684, Springer, pp.86-109, 2003, Lecture Notes in Computer Science, ⟨10.1007/978-3-540-45002-3_6⟩","raw_type":"Book sections"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":80,"referenced_works":["https://openalex.org/W43336110","https://openalex.org/W105285023","https://openalex.org/W105912200","https://openalex.org/W276037850","https://openalex.org/W1488667512","https://openalex.org/W1497256448","https://openalex.org/W1497599070","https://openalex.org/W1499697567","https://openalex.org/W1510095213","https://openalex.org/W1527476591","https://openalex.org/W1531166221","https://openalex.org/W1541636663","https://openalex.org/W1569071533","https://openalex.org/W1581349285","https://openalex.org/W1592402337","https://openalex.org/W1592847719","https://openalex.org/W1652032257","https://openalex.org/W1840702012","https://openalex.org/W1969831949","https://openalex.org/W1971037745","https://openalex.org/W1971821940","https://openalex.org/W1973332999","https://openalex.org/W1989101984","https://openalex.org/W1989477529","https://openalex.org/W1999128321","https://openalex.org/W2000214310","https://openalex.org/W2001898186","https://openalex.org/W2005182278","https://openalex.org/W2019583247","https://openalex.org/W2019921249","https://openalex.org/W2031294676","https://openalex.org/W2043385819","https://openalex.org/W2048226872","https://openalex.org/W2051945694","https://openalex.org/W2056046632","https://openalex.org/W2062131993","https://openalex.org/W2063814807","https://openalex.org/W2069408919","https://openalex.org/W2073677619","https://openalex.org/W2076201615","https://openalex.org/W2084028892","https://openalex.org/W2084807600","https://openalex.org/W2087759159","https://openalex.org/W2097714468","https://openalex.org/W2098645324","https://openalex.org/W2099873296","https://openalex.org/W2100483895","https://openalex.org/W2101958640","https://openalex.org/W2102812780","https://openalex.org/W2105709189","https://openalex.org/W2107726111","https://openalex.org/W2109910161","https://openalex.org/W2110485445","https://openalex.org/W2112483970","https://openalex.org/W2121863487","https://openalex.org/W2145294788","https://openalex.org/W2147677349","https://openalex.org/W2164291529","https://openalex.org/W2175269599","https://openalex.org/W2337392266","https://openalex.org/W2341171179","https://openalex.org/W2496302598","https://openalex.org/W2528811030","https://openalex.org/W2798944292","https://openalex.org/W2895774836","https://openalex.org/W2949264289","https://openalex.org/W2972591985","https://openalex.org/W3022593335","https://openalex.org/W3023540311","https://openalex.org/W3037058914","https://openalex.org/W3127231893","https://openalex.org/W3139377883","https://openalex.org/W4206815201","https://openalex.org/W4214564655","https://openalex.org/W4214717370","https://openalex.org/W4231832368","https://openalex.org/W4232424142","https://openalex.org/W4232483166","https://openalex.org/W4283834748","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2827411359","https://openalex.org/W2890426576","https://openalex.org/W2765768458","https://openalex.org/W1987466035","https://openalex.org/W4382629096","https://openalex.org/W2048794572","https://openalex.org/W1977086464","https://openalex.org/W2389327784","https://openalex.org/W2965596353","https://openalex.org/W2161201778"],"abstract_inverted_index":null,"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":3},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":4}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}