{"id":"https://openalex.org/W4210512139","doi":"https://doi.org/10.1016/s0004-3702(99)00106-x","title":"Model-based reasoning about learner behaviour","display_name":"Model-based reasoning about learner behaviour","publication_year":2000,"publication_date":"2000-01-01","ids":{"openalex":"https://openalex.org/W4210512139","doi":"https://doi.org/10.1016/s0004-3702(99)00106-x"},"language":"en","primary_location":{"id":"pmh:oai:dare.uva.nl:openaire_cris_publications/1c031a2a-5c01-4968-89f0-62e33f81c5b2","is_oa":false,"landing_page_url":"https://handle.uba.uva.nl/personal/pure/en/publications/modelbased-reasoning-about-learner-behaviour(1c031a2a-5c01-4968-89f0-62e33f81c5b2).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Koning, K, Bredeweg, B, Breuker, J A P J & Wielinga, B J 2000, 'Model-based reasoning about learner behaviour', Artificial Intelligence, vol. 117, no. 04, pp. 173-229. https://doi.org/10.1016/S0004-3702(99)00106-X","raw_type":"info:eu-repo/semantics/article"},"type":"article","indexed_in":[],"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/A5109833412","display_name":"K. de Koning","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Koning, K.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074984704","display_name":"Bert Bredeweg","orcid":"https://orcid.org/0000-0002-5281-2786"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bredeweg, B.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082624221","display_name":"Joost Breuker","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Breuker, J.A.P.J.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5108074656","display_name":"Bob Wielinga","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wielinga, B.J.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5109833412"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5314,"has_fulltext":false,"cited_by_count":29,"citation_normalized_percentile":{"value":0.80289794,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"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":0.9987999796867371,"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":0.9987999796867371,"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/T10906","display_name":"AI-based Problem Solving and Planning","score":0.9987000226974487,"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/T10028","display_name":"Topic Modeling","score":0.9934999942779541,"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/computer-science","display_name":"Computer science","score":0.5402945876121521},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47592929005622864}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5402945876121521},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47592929005622864}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:dare.uva.nl:openaire_cris_publications/1c031a2a-5c01-4968-89f0-62e33f81c5b2","is_oa":false,"landing_page_url":"https://handle.uba.uva.nl/personal/pure/en/publications/modelbased-reasoning-about-learner-behaviour(1c031a2a-5c01-4968-89f0-62e33f81c5b2).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Koning, K, Bredeweg, B, Breuker, J A P J & Wielinga, B J 2000, 'Model-based reasoning about learner behaviour', Artificial Intelligence, vol. 117, no. 04, pp. 173-229. https://doi.org/10.1016/S0004-3702(99)00106-X","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:uvapub:oai:dare.uva.nl:publications/1c031a2a-5c01-4968-89f0-62e33f81c5b2","is_oa":false,"landing_page_url":"https://dare.uva.nl/personal/pure/en/publications/modelbased-reasoning-about-learner-behaviour(1c031a2a-5c01-4968-89f0-62e33f81c5b2).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Artificial Intelligence, 117(04), 173 - 229. Elsevier","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7900000214576721,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W230233429","https://openalex.org/W261022855","https://openalex.org/W565454587","https://openalex.org/W1240377842","https://openalex.org/W1519683110","https://openalex.org/W1589902610","https://openalex.org/W1603597712","https://openalex.org/W1605289368","https://openalex.org/W1784944639","https://openalex.org/W1815090327","https://openalex.org/W1871510485","https://openalex.org/W1983302107","https://openalex.org/W1983382292","https://openalex.org/W1984938651","https://openalex.org/W1998696323","https://openalex.org/W2009207944","https://openalex.org/W2016288462","https://openalex.org/W2017103958","https://openalex.org/W2029429495","https://openalex.org/W2037481186","https://openalex.org/W2045193582","https://openalex.org/W2052707134","https://openalex.org/W2053190303","https://openalex.org/W2062093148","https://openalex.org/W2064430731","https://openalex.org/W2066814802","https://openalex.org/W2070970757","https://openalex.org/W2074731714","https://openalex.org/W2075028344","https://openalex.org/W2079035845","https://openalex.org/W2083208676","https://openalex.org/W2086200448","https://openalex.org/W2096942628","https://openalex.org/W2103171899","https://openalex.org/W2108309071","https://openalex.org/W2128361496","https://openalex.org/W2144386448","https://openalex.org/W2157423014","https://openalex.org/W2173737653","https://openalex.org/W2180809782","https://openalex.org/W2345210353","https://openalex.org/W2507111328","https://openalex.org/W2570774740","https://openalex.org/W4242555830"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2382290278","https://openalex.org/W2350741829","https://openalex.org/W2130043461","https://openalex.org/W2530322880","https://openalex.org/W1596801655"],"abstract_inverted_index":{"Automated":[0],"handling":[1],"of":[2,13,25,46,60,70,81,97,111,124,134,150,155,159,172,180],"tutoring":[3],"and":[4,131,196],"training":[5],"functions":[6],"in":[7],"educational":[8],"systems":[9],"requires":[10],"the":[11,23,47,58,71,79,94,148,160,170,173,178,184],"availability":[12],"articulate":[14],"domain":[15],"models.":[16],"In":[17],"this":[18,29,51,199],"article":[19],"we":[20,186],"further":[21],"develop":[22],"application":[24],"qualitative":[26,41,67,182],"models":[27,42,120,126],"for":[28,40],"purpose.":[30],"A":[31,109],"framework":[32,52],"is":[33,102,113,139],"presented":[34,114],"that":[35,115,146,168],"defines":[36],"a":[37,66,122,140,181,191],"key":[38],"role":[39],"as":[43,86],"interactive":[44],"simulations":[45],"subject":[48,72,143,193],"matter.":[49],"Within":[50],"our":[53],"research":[54],"focuses":[55],"on":[56],"automating":[57],"diagnosis":[59,149],"learner":[61,151,204],"behaviour.":[62,205],"We":[63],"show":[64],"how":[65],"simulation":[68,119],"model":[69,145,195,200],"matter":[73,144,194],"can":[74],"be":[75],"reformulated":[76],"to":[77,93,104,201],"fit":[78],"requirements":[80],"general":[82],"diagnostic":[83,107],"engines":[84],"such":[85,98],"GDE.":[87],"It":[88],"turns":[89],"out":[90],"that,":[91],"due":[92],"specific":[95],"characteristics":[96],"models,":[99],"additional":[100],"structuring":[101],"required":[103],"produce":[105],"useful":[106],"results.":[108],"set":[110],"procedures":[112,185],"automatically":[116,189],"maps":[117],"detailed":[118],"into":[121],"hierarchy":[123],"aggregated":[125],"by":[127,153],"hiding":[128],"non-essential":[129],"details":[130],"chunking":[132],"chains":[133],"causal":[135],"dependencies.":[136],"The":[137],"result":[138],"highly":[141],"structured":[142,192],"enables":[147],"behaviour":[152],"means":[154],"an":[156],"adapted":[157],"version":[158],"GDE":[161],"algorithm.":[162],"An":[163],"experiment":[164],"has":[165],"been":[166],"conducted":[167],"shows":[169],"viability":[171],"approach":[174],"taken,":[175],"i.e.,":[176],"given":[177],"output":[179],"simulator":[183],"have":[187],"developed":[188],"generate":[190],"subsequently":[197],"use":[198],"successfully":[202],"diagnoses":[203]},"counts_by_year":[{"year":2020,"cited_by_count":2},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2013,"cited_by_count":3},{"year":2012,"cited_by_count":2}],"updated_date":"2026-04-28T14:05:53.105641","created_date":"2025-10-10T00:00:00"}