{"id":"https://openalex.org/W3118077352","doi":"https://doi.org/10.1080/10494820.2020.1858115","title":"A recommendation system based on an adaptive learning cognitive map model and its effects","display_name":"A recommendation system based on an adaptive learning cognitive map model and its effects","publication_year":2020,"publication_date":"2020-12-17","ids":{"openalex":"https://openalex.org/W3118077352","doi":"https://doi.org/10.1080/10494820.2020.1858115","mag":"3118077352"},"language":"en","primary_location":{"id":"doi:10.1080/10494820.2020.1858115","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2020.1858115","pdf_url":null,"source":{"id":"https://openalex.org/S90466346","display_name":"Interactive Learning Environments","issn_l":"1049-4820","issn":["1049-4820","1744-5191"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interactive Learning Environments","raw_type":"journal-article"},"type":"article","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/A5064176786","display_name":"Haipeng Wan","orcid":"https://orcid.org/0000-0002-9557-7245"},"institutions":[{"id":"https://openalex.org/I96852419","display_name":"Capital Normal University","ror":"https://ror.org/005edt527","country_code":"CN","type":"education","lineage":["https://openalex.org/I96852419"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haipeng Wan","raw_affiliation_strings":["College of Education, Capital Normal University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"College of Education, Capital Normal University, Beijing, China","institution_ids":["https://openalex.org/I96852419"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100723814","display_name":"Shengquan Yu","orcid":"https://orcid.org/0000-0001-6110-6413"},"institutions":[{"id":"https://openalex.org/I25254941","display_name":"Beijing Normal University","ror":"https://ror.org/022k4wk35","country_code":"CN","type":"education","lineage":["https://openalex.org/I25254941"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shengquan Yu","raw_affiliation_strings":["Faculty of Education, School of Educational Technology, Beijing Normal University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Faculty of Education, School of Educational Technology, Beijing Normal University, Beijing, China","institution_ids":["https://openalex.org/I25254941"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100723814"],"corresponding_institution_ids":["https://openalex.org/I25254941"],"apc_list":null,"apc_paid":null,"fwci":2.7085,"has_fulltext":false,"cited_by_count":32,"citation_normalized_percentile":{"value":0.90374868,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"31","issue":"3","first_page":"1821","last_page":"1839"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9887999892234802,"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"}},"topics":[{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9887999892234802,"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/T11370","display_name":"Mobile Learning in Education","score":0.9887999892234802,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.9801999926567078,"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/computer-science","display_name":"Computer science","score":0.6329663395881653},{"id":"https://openalex.org/keywords/adaptive-learning","display_name":"Adaptive learning","score":0.5925160050392151},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.5670857429504395},{"id":"https://openalex.org/keywords/synchronous-learning","display_name":"Synchronous learning","score":0.5481047630310059},{"id":"https://openalex.org/keywords/active-learning","display_name":"Active learning (machine learning)","score":0.5120294690132141},{"id":"https://openalex.org/keywords/proactive-learning","display_name":"Proactive learning","score":0.5014777183532715},{"id":"https://openalex.org/keywords/cognitive-style","display_name":"Cognitive style","score":0.4596954882144928},{"id":"https://openalex.org/keywords/instance-based-learning","display_name":"Instance-based learning","score":0.4547230303287506},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.44772249460220337},{"id":"https://openalex.org/keywords/experiential-learning","display_name":"Experiential learning","score":0.43690356612205505},{"id":"https://openalex.org/keywords/cognitive-load","display_name":"Cognitive load","score":0.41592225432395935},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.4148768484592438},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3890305161476135},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.24112483859062195},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.2189989984035492},{"id":"https://openalex.org/keywords/teaching-method","display_name":"Teaching method","score":0.2044658064842224}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6329663395881653},{"id":"https://openalex.org/C125014702","wikidata":"https://www.wikidata.org/wiki/Q4680749","display_name":"Adaptive learning","level":2,"score":0.5925160050392151},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.5670857429504395},{"id":"https://openalex.org/C19122763","wikidata":"https://www.wikidata.org/wiki/Q7662215","display_name":"Synchronous learning","level":4,"score":0.5481047630310059},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.5120294690132141},{"id":"https://openalex.org/C12298181","wikidata":"https://www.wikidata.org/wiki/Q7246814","display_name":"Proactive learning","level":5,"score":0.5014777183532715},{"id":"https://openalex.org/C150681269","wikidata":"https://www.wikidata.org/wiki/Q2380771","display_name":"Cognitive style","level":3,"score":0.4596954882144928},{"id":"https://openalex.org/C24138899","wikidata":"https://www.wikidata.org/wiki/Q17141258","display_name":"Instance-based learning","level":3,"score":0.4547230303287506},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.44772249460220337},{"id":"https://openalex.org/C37228920","wikidata":"https://www.wikidata.org/wiki/Q1307600","display_name":"Experiential learning","level":2,"score":0.43690356612205505},{"id":"https://openalex.org/C61641136","wikidata":"https://www.wikidata.org/wiki/Q1107019","display_name":"Cognitive load","level":3,"score":0.41592225432395935},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.4148768484592438},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3890305161476135},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.24112483859062195},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.2189989984035492},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.2044658064842224},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/10494820.2020.1858115","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10494820.2020.1858115","pdf_url":null,"source":{"id":"https://openalex.org/S90466346","display_name":"Interactive Learning Environments","issn_l":"1049-4820","issn":["1049-4820","1744-5191"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interactive Learning Environments","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5899999737739563,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G2276322370","display_name":null,"funder_award_id":"62007025","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3321012610","display_name":null,"funder_award_id":"KM202010028002","funder_id":"https://openalex.org/F4320321793","funder_display_name":"Beijing Municipal Education Commission"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321793","display_name":"Beijing Municipal Education Commission","ror":"https://ror.org/04bpn6s66"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":60,"referenced_works":["https://openalex.org/W152737473","https://openalex.org/W216778257","https://openalex.org/W1565571738","https://openalex.org/W1719359252","https://openalex.org/W1791587663","https://openalex.org/W1963877316","https://openalex.org/W1983312792","https://openalex.org/W1995732750","https://openalex.org/W2000214310","https://openalex.org/W2009400593","https://openalex.org/W2011363614","https://openalex.org/W2022190765","https://openalex.org/W2041035929","https://openalex.org/W2042464029","https://openalex.org/W2049111531","https://openalex.org/W2049455633","https://openalex.org/W2052826716","https://openalex.org/W2068727120","https://openalex.org/W2078909467","https://openalex.org/W2091262672","https://openalex.org/W2096586663","https://openalex.org/W2097521008","https://openalex.org/W2105953200","https://openalex.org/W2106365165","https://openalex.org/W2111789164","https://openalex.org/W2112929667","https://openalex.org/W2115260193","https://openalex.org/W2126153334","https://openalex.org/W2126402228","https://openalex.org/W2135948194","https://openalex.org/W2137357914","https://openalex.org/W2144186552","https://openalex.org/W2153777761","https://openalex.org/W2155106456","https://openalex.org/W2156284819","https://openalex.org/W2161297738","https://openalex.org/W2161875802","https://openalex.org/W2170005044","https://openalex.org/W2171960770","https://openalex.org/W2215389318","https://openalex.org/W2236671913","https://openalex.org/W2294630199","https://openalex.org/W2342637743","https://openalex.org/W2355443419","https://openalex.org/W2464753866","https://openalex.org/W2595840128","https://openalex.org/W2763608776","https://openalex.org/W2786749941","https://openalex.org/W2898663280","https://openalex.org/W2899173327","https://openalex.org/W2935844646","https://openalex.org/W2991982770","https://openalex.org/W3093243981","https://openalex.org/W4205482704","https://openalex.org/W4231371247","https://openalex.org/W4242176004","https://openalex.org/W4243059195","https://openalex.org/W4300870773","https://openalex.org/W4313823339","https://openalex.org/W4375927512"],"related_works":["https://openalex.org/W3099584536","https://openalex.org/W328998525","https://openalex.org/W2366699552","https://openalex.org/W4389988972","https://openalex.org/W4236450169","https://openalex.org/W2974745114","https://openalex.org/W2547144012","https://openalex.org/W3207508404","https://openalex.org/W2137859757","https://openalex.org/W3118077352"],"abstract_inverted_index":{"Most":[0],"online":[1,69],"learning":[2,11,14,19,62,70,89,91,93,96,107,116,138,144,156,161,163,171],"researchers":[3],"use":[4],"resource":[5],"recommendation":[6,36],"and":[7,13,26,38,54,66,84,95,109,170],"retrieve":[8],"based":[9,72],"on":[10,73],"performance":[12],"style":[15],"to":[16,49,98,124,141],"provide":[17],"accurate":[18],"resources,":[20],"but":[21],"it":[22],"is":[23],"a":[24,47,51,121],"closed":[25],"passive":[27],"adaptive":[28,61,143],"way.":[29],"Learners":[30],"always":[31],"do":[32],"not":[33,175],"know":[34],"the":[35,41,114,126,129,134,151,155],"rationale":[37],"just":[39],"receive":[40],"result-oriented":[42],"recommended":[43],"resources":[44,108],"without":[45],"having":[46],"chance":[48],"make":[50],"procedural":[52],"reflection":[53,111],"self-directed":[55],"adjustment.":[56],"This":[57,118],"study":[58,119],"proposed":[59,77,130,152],"an":[60,68],"cognitive":[63,85,145,157,179],"map":[64,158],"model":[65],"developed":[67],"system":[71,78,153],"this":[74],"model.":[75],"The":[76,147],"could":[79],"represent":[80],"learners\u2019":[81],"knowledge":[82],"structure":[83],"state":[86],"that":[87,150],"allow":[88],"contents,":[90],"activities,":[92],"paths":[94],"partners":[97],"be":[99],"adjusted":[100],"continuously,":[101],"thus":[102],"providing":[103],"learners":[104],"with":[105,154],"appropriate":[106],"initiative":[110],"opportunities":[112],"during":[113],"whole":[115],"procedure.":[117],"conducted":[120],"contrast":[122],"experiment":[123],"evaluate":[125],"effectiveness":[127],"of":[128,167],"system.":[131],"Students":[132],"in":[133],"experimental":[135],"group":[136],"received":[137],"interventions":[139],"according":[140],"their":[142],"maps.":[146],"result":[148],"demonstrated":[149],"improved":[159],"students\u2019":[160],"achievement,":[162],"satisfied,":[164],"user":[165],"acceptance":[166],"information":[168],"technology":[169],"interaction":[172],"while":[173],"did":[174],"reduce":[176],"or":[177],"increase":[178],"load.":[180]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}