{"id":"https://openalex.org/W2143805196","doi":"https://doi.org/10.1109/is.2010.5548339","title":"Identifying user strategies in exploratory learning with evolving task modelling","display_name":"Identifying user strategies in exploratory learning with evolving task modelling","publication_year":2010,"publication_date":"2010-07-01","ids":{"openalex":"https://openalex.org/W2143805196","doi":"https://doi.org/10.1109/is.2010.5548339","mag":"2143805196"},"language":"en","primary_location":{"id":"doi:10.1109/is.2010.5548339","is_oa":false,"landing_page_url":"https://doi.org/10.1109/is.2010.5548339","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 5th IEEE International Conference Intelligent Systems","raw_type":"proceedings-article"},"type":"conference-paper","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/A5109060474","display_name":"Mihaela Cocea","orcid":null},"institutions":[{"id":"https://openalex.org/I98259816","display_name":"Birkbeck, University of London","ror":"https://ror.org/02mb95055","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I98259816"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mihaela Cocea","raw_affiliation_strings":["London Knowledge Lab, Birkbeck College, University of London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"London Knowledge Lab, Birkbeck College, University of London, UK","institution_ids":["https://openalex.org/I98259816"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050583872","display_name":"George D. Magoulas","orcid":"https://orcid.org/0000-0003-1884-0772"},"institutions":[{"id":"https://openalex.org/I98259816","display_name":"Birkbeck, University of London","ror":"https://ror.org/02mb95055","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I98259816"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"George D. Magoulas","raw_affiliation_strings":["London Knowledge Lab, Birkbeck College, University of London, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"London Knowledge Lab, Birkbeck College, University of London, UK","institution_ids":["https://openalex.org/I98259816"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I98259816"],"apc_list":null,"apc_paid":null,"fwci":0.2737,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.54861347,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"10","issue":null,"first_page":"13","last_page":"18"},"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":0.9952999949455261,"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":0.9952999949455261,"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/T11820","display_name":"Learning Styles and Cognitive Differences","score":0.9923999905586243,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9886999726295471,"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":0.8120672702789307},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.7408567667007446},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.6829874515533447},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.675106406211853},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.5972597002983093},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5679918527603149},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.5230879783630371},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48068270087242126},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.47431087493896484},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.32966649532318115},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07059556245803833}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8120672702789307},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.7408567667007446},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.6829874515533447},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.675106406211853},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.5972597002983093},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5679918527603149},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.5230879783630371},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48068270087242126},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.47431087493896484},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.32966649532318115},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07059556245803833},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","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/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","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}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/is.2010.5548339","is_oa":false,"landing_page_url":"https://doi.org/10.1109/is.2010.5548339","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 5th IEEE International Conference Intelligent Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.bbk.ac.uk.oai2:7728","is_oa":false,"landing_page_url":"https://eprints.bbk.ac.uk/id/eprint/7728/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400465","display_name":"BIROn (Birkbeck, University of London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98259816","host_organization_name":"Birkbeck, University of London","host_organization_lineage":["https://openalex.org/I98259816"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Book Section"},{"id":"pmh:oai:researchportal.port.ac.uk:publications/eabf1317-89ab-41c9-ba6c-9d3ec89fb469","is_oa":false,"landing_page_url":"http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5548339&tag=1","pdf_url":null,"source":{"id":"https://openalex.org/S4306401774","display_name":"Portsmouth Research Portal (University of Portsmouth)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I63072094","host_organization_name":"University of Portsmouth","host_organization_lineage":["https://openalex.org/I63072094"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.7099999785423279,"id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G2025745793","display_name":null,"funder_award_id":"ES/E020089/1","funder_id":"https://openalex.org/F4320334630","funder_display_name":"Economic and Social Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"},{"id":"https://openalex.org/F4320334630","display_name":"Economic and Social Research Council","ror":"https://ror.org/03n0ht308"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2102095280","https://openalex.org/W2115933183","https://openalex.org/W2118401750","https://openalex.org/W2151863350","https://openalex.org/W2172246201","https://openalex.org/W2753105753","https://openalex.org/W4229668717","https://openalex.org/W6675479760","https://openalex.org/W6677301753","https://openalex.org/W6744077280"],"related_works":["https://openalex.org/W2997567050","https://openalex.org/W2357256365","https://openalex.org/W2348502264","https://openalex.org/W2365486383","https://openalex.org/W2362059367","https://openalex.org/W2901443725","https://openalex.org/W889372020","https://openalex.org/W2167645963","https://openalex.org/W2141866091","https://openalex.org/W129772185"],"abstract_inverted_index":{"In":[0],"this":[1],"paper":[2],"we":[3],"present":[4],"work":[5],"on":[6,20],"adaptive":[7],"identification":[8,40],"of":[9,17,23,41,48,56],"learners'":[10],"strategies,":[11,42],"gradually":[12],"developing":[13],"a":[14,74,93,98],"higher":[15],"level":[16],"adaptation":[18],"based":[19],"evolving":[21],"models":[22],"mathematical":[24],"generalisation":[25],"tasks":[26],"in":[27,69],"an":[28,44],"Exploratory":[29],"Learning":[30],"Environment.":[31],"A":[32,52],"similarity-based":[33],"classification":[34],"approach":[35],"is":[36,54],"defined":[37],"for":[38,108],"the":[39,70,78,109],"using":[43],"initially":[45],"small":[46],"number":[47],"classes":[49],"(i.e.":[50],"strategies).":[51],"strategy":[53,95],"composed":[55],"several":[57],"patterns":[58,103],"with":[59],"relations":[60],"between":[61],"them.":[62],"An":[63],"evolution":[64],"monitor":[65],"component":[66],"observes":[67],"changes":[68],"environment":[71],"and":[72],"triggers":[73],"mechanism":[75],"that":[76,104],"builds-up":[77],"task":[79,82],"model.":[80],"The":[81],"model":[83],"evolves":[84],"when":[85],"new":[86,94,99],"relevant":[87],"information":[88],"becomes":[89],"available":[90],"by":[91],"adding":[92],"(class)":[96],"or":[97],"inefficient":[100],"pattern,":[101],"i.e.":[102],"make":[105],"it":[106],"difficult":[107],"learner":[110],"to":[111],"generalise.":[112]},"counts_by_year":[{"year":2017,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2026-08-26T07:47:46.906454","created_date":"2025-10-10T00:00:00"}