{"id":"https://openalex.org/W4317928359","doi":"https://doi.org/10.1007/978-3-031-24383-7_20","title":"A Collaborative Graph Convolutional Networks and Learning Styles Model for Courses Recommendation","display_name":"A Collaborative Graph Convolutional Networks and Learning Styles Model for Courses Recommendation","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4317928359","doi":"https://doi.org/10.1007/978-3-031-24383-7_20"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-24383-7_20","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-24383-7_20","pdf_url":null,"source":{"id":"https://openalex.org/S4393917809","display_name":"Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering","issn_l":"1867-8211","issn":["1867-8211","1867-822X"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering","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/A5060445912","display_name":"Junyi Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junyi Zhu","raw_affiliation_strings":["College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, 310023, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, 310023, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038365025","display_name":"Liping Wang","orcid":"https://orcid.org/0000-0002-7765-2387"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liping Wang","raw_affiliation_strings":["College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, 310023, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, 310023, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084075390","display_name":"Yanxiu Liu","orcid":"https://orcid.org/0000-0001-5906-9318"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]},{"id":"https://openalex.org/I4210151294","display_name":"Shandong Women\u2019s University","ror":"https://ror.org/03rp8h078","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210151294"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanxiu Liu","raw_affiliation_strings":["College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, 310023, China","School of Data and Computer Science, Shandong Women\u2019s University, Jinan, 250300, China","School of Data and Computer Science, Shandong Women's University, Jinan, 250300, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, 310023, China","institution_ids":["https://openalex.org/I55712492"]},{"raw_affiliation_string":"School of Data and Computer Science, Shandong Women\u2019s University, Jinan, 250300, China","institution_ids":["https://openalex.org/I4210151294"]},{"raw_affiliation_string":"School of Data and Computer Science, Shandong Women's University, Jinan, 250300, China","institution_ids":["https://openalex.org/I4210151294"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027859343","display_name":"Ping\u2010Kuo Chen","orcid":"https://orcid.org/0000-0003-1373-396X"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Ping-Kuo Chen","raw_affiliation_strings":["Great Bar University, Dongguan, 523000, China"],"affiliations":[{"raw_affiliation_string":"Great Bar University, Dongguan, 523000, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026381160","display_name":"Guodao Zhang","orcid":"https://orcid.org/0000-0002-6264-5854"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Guodao Zhang","raw_affiliation_strings":["School of Media and Design, Hangzhou Dianzi University, Hangzhou, 310018, China"],"affiliations":[{"raw_affiliation_string":"School of Media and Design, Hangzhou Dianzi University, Hangzhou, 310018, China","institution_ids":["https://openalex.org/I50760025"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5026381160","https://openalex.org/A5027859343"],"corresponding_institution_ids":["https://openalex.org/I50760025"],"apc_list":null,"apc_paid":null,"fwci":0.5895,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.74736459,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"360","last_page":"377"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9995999932289124,"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"}},{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9952999949455261,"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/T11820","display_name":"Learning Styles and Cognitive Differences","score":0.9681000113487244,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7952347993850708},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.5812186002731323},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.5612885355949402},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5328443646430969},{"id":"https://openalex.org/keywords/learning-styles","display_name":"Learning styles","score":0.5304001569747925},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.4929783344268799},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4751322567462921},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"Personalized learning","score":0.47271960973739624},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.45552098751068115},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.44489237666130066},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4239039719104767},{"id":"https://openalex.org/keywords/learning-to-rank","display_name":"Learning to rank","score":0.42303457856178284},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.199844092130661},{"id":"https://openalex.org/keywords/open-learning","display_name":"Open learning","score":0.19670364260673523},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.16644304990768433},{"id":"https://openalex.org/keywords/teaching-method","display_name":"Teaching method","score":0.1322004497051239},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.12205561995506287}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7952347993850708},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.5812186002731323},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.5612885355949402},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5328443646430969},{"id":"https://openalex.org/C2781285556","wikidata":"https://www.wikidata.org/wiki/Q1820370","display_name":"Learning styles","level":2,"score":0.5304001569747925},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.4929783344268799},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4751322567462921},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.47271960973739624},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.45552098751068115},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.44489237666130066},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4239039719104767},{"id":"https://openalex.org/C86037889","wikidata":"https://www.wikidata.org/wiki/Q4330127","display_name":"Learning to rank","level":3,"score":0.42303457856178284},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.199844092130661},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.19670364260673523},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.16644304990768433},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.1322004497051239},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.12205561995506287},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-24383-7_20","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-24383-7_20","pdf_url":null,"source":{"id":"https://openalex.org/S4393917809","display_name":"Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering","issn_l":"1867-8211","issn":["1867-8211","1867-822X"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1993708070","https://openalex.org/W2108920354","https://openalex.org/W2588367304","https://openalex.org/W2605350416","https://openalex.org/W2802006296","https://openalex.org/W2802187397","https://openalex.org/W2807021761","https://openalex.org/W2945827670","https://openalex.org/W2951214864","https://openalex.org/W2996103499","https://openalex.org/W3035661448","https://openalex.org/W3035721489","https://openalex.org/W3037621121","https://openalex.org/W3100278010","https://openalex.org/W3100848837","https://openalex.org/W3112404943","https://openalex.org/W3128139448","https://openalex.org/W3193659977","https://openalex.org/W3197825636","https://openalex.org/W3204063482","https://openalex.org/W3204553363","https://openalex.org/W4210334834","https://openalex.org/W4212835176","https://openalex.org/W4280548030"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W4390569940","https://openalex.org/W2888392564","https://openalex.org/W4361193272","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W2806259446","https://openalex.org/W2963326959","https://openalex.org/W1443007646","https://openalex.org/W39835744"],"abstract_inverted_index":null,"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}