{"id":"https://openalex.org/W4290878342","doi":"https://doi.org/10.1145/3534678.3539107","title":"Unsupervised Learning Style Classification for Learning Path Generation in Online Education Platforms","display_name":"Unsupervised Learning Style Classification for Learning Path Generation in Online Education Platforms","publication_year":2022,"publication_date":"2022-08-12","ids":{"openalex":"https://openalex.org/W4290878342","doi":"https://doi.org/10.1145/3534678.3539107"},"language":"en","primary_location":{"id":"doi:10.1145/3534678.3539107","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3534678.3539107","pdf_url":null,"source":{"id":"https://openalex.org/S4363608767","display_name":"Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","issn_l":null,"issn":null,"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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","raw_type":"proceedings-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/A5007730317","display_name":"Zhicheng He","orcid":"https://orcid.org/0000-0003-3667-1060"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhicheng He","raw_affiliation_strings":["Huawei Noah's Ark Lab, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Huawei Noah's Ark Lab, Shenzhen, China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001914481","display_name":"Wei Xia","orcid":"https://orcid.org/0000-0002-1099-4294"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Xia","raw_affiliation_strings":["Huawei Noah's Ark Lab, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Huawei Noah's Ark Lab, Shenzhen, China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102020713","display_name":"Kai Dong","orcid":"https://orcid.org/0000-0002-3156-9035"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Dong","raw_affiliation_strings":["Huawei CBG Edu AI Lab, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Huawei CBG Edu AI Lab, Shenzhen, China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019541869","display_name":"Huifeng Guo","orcid":"https://orcid.org/0000-0002-7393-8994"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huifeng Guo","raw_affiliation_strings":["Huawei Noah's Ark Lab, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Huawei Noah's Ark Lab, Shenzhen, China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054330014","display_name":"Ruiming Tang","orcid":"https://orcid.org/0000-0002-9224-2431"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruiming Tang","raw_affiliation_strings":["Huawei Noah's Ark Lab, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Huawei Noah's Ark Lab, Shenzhen, China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032685155","display_name":"Dingyin Xia","orcid":"https://orcid.org/0009-0005-0749-4968"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dingyin Xia","raw_affiliation_strings":["Huawei CBG Edu AI Lab, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Huawei CBG Edu AI Lab, Shenzhen, China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103228070","display_name":"Rui Zhang","orcid":"https://orcid.org/0000-0002-3045-9969"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rui Zhang","raw_affiliation_strings":["www.ruizhang.info, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"www.ruizhang.info, Shenzhen, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5007730317"],"corresponding_institution_ids":["https://openalex.org/I2250955327"],"apc_list":null,"apc_paid":null,"fwci":4.3574,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.95921238,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"2997","last_page":"3006"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11820","display_name":"Learning Styles and Cognitive Differences","score":0.9993000030517578,"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/T11820","display_name":"Learning Styles and Cognitive Differences","score":0.9993000030517578,"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":0.7036548852920532},{"id":"https://openalex.org/keywords/style","display_name":"Style (visual arts)","score":0.687017560005188},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"Personalized learning","score":0.6317165493965149},{"id":"https://openalex.org/keywords/online-learning","display_name":"Online learning","score":0.6019761562347412},{"id":"https://openalex.org/keywords/synchronous-learning","display_name":"Synchronous learning","score":0.5617794990539551},{"id":"https://openalex.org/keywords/learning-styles","display_name":"Learning styles","score":0.550374448299408},{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.4903142750263214},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.47061043977737427},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.45277103781700134},{"id":"https://openalex.org/keywords/unsupervised-learning","display_name":"Unsupervised learning","score":0.4328133463859558},{"id":"https://openalex.org/keywords/experiential-learning","display_name":"Experiential learning","score":0.42382270097732544},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38473403453826904},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3646343946456909},{"id":"https://openalex.org/keywords/open-learning","display_name":"Open learning","score":0.3377543091773987},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.2506696283817291},{"id":"https://openalex.org/keywords/teaching-method","display_name":"Teaching method","score":0.1944720447063446},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.18005919456481934}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7036548852920532},{"id":"https://openalex.org/C2776445246","wikidata":"https://www.wikidata.org/wiki/Q1792644","display_name":"Style (visual arts)","level":2,"score":0.687017560005188},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.6317165493965149},{"id":"https://openalex.org/C2986087404","wikidata":"https://www.wikidata.org/wiki/Q15946010","display_name":"Online learning","level":2,"score":0.6019761562347412},{"id":"https://openalex.org/C19122763","wikidata":"https://www.wikidata.org/wiki/Q7662215","display_name":"Synchronous learning","level":4,"score":0.5617794990539551},{"id":"https://openalex.org/C2781285556","wikidata":"https://www.wikidata.org/wiki/Q1820370","display_name":"Learning styles","level":2,"score":0.550374448299408},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.4903142750263214},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.47061043977737427},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.45277103781700134},{"id":"https://openalex.org/C8038995","wikidata":"https://www.wikidata.org/wiki/Q1152135","display_name":"Unsupervised learning","level":2,"score":0.4328133463859558},{"id":"https://openalex.org/C37228920","wikidata":"https://www.wikidata.org/wiki/Q1307600","display_name":"Experiential learning","level":2,"score":0.42382270097732544},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38473403453826904},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3646343946456909},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.3377543091773987},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.2506696283817291},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.1944720447063446},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.18005919456481934},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3534678.3539107","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3534678.3539107","pdf_url":null,"source":{"id":"https://openalex.org/S4363608767","display_name":"Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","issn_l":null,"issn":null,"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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7699999809265137,"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":23,"referenced_works":["https://openalex.org/W1729856091","https://openalex.org/W1976033392","https://openalex.org/W2004245062","https://openalex.org/W2051224630","https://openalex.org/W2066526579","https://openalex.org/W2068727120","https://openalex.org/W2073459066","https://openalex.org/W2079218151","https://openalex.org/W2095897464","https://openalex.org/W2120636621","https://openalex.org/W2139979941","https://openalex.org/W2395088234","https://openalex.org/W2610904283","https://openalex.org/W2612223803","https://openalex.org/W2892462626","https://openalex.org/W2905464284","https://openalex.org/W2963372297","https://openalex.org/W2987741655","https://openalex.org/W3005860765","https://openalex.org/W3030122515","https://openalex.org/W3162666988","https://openalex.org/W6668990524","https://openalex.org/W6737645259"],"related_works":["https://openalex.org/W1975389841","https://openalex.org/W1443007646","https://openalex.org/W4387162798","https://openalex.org/W3207508404","https://openalex.org/W2096586663","https://openalex.org/W4323572155","https://openalex.org/W1546863512","https://openalex.org/W1597787164","https://openalex.org/W2487488777","https://openalex.org/W2383451811"],"abstract_inverted_index":{"Online":[0],"education,":[1],"which":[2,55],"educates":[3],"students":[4],"that":[5],"cannot":[6],"be":[7],"present":[8],"at":[9],"school,":[10],"has":[11],"become":[12],"an":[13],"important":[14],"supplement":[15],"to":[16,43,61],"traditional":[17],"education.":[18],"Without":[19],"the":[20,45],"direct":[21],"supervision":[22],"and":[23,35,65],"instruction":[24],"of":[25,49],"teachers,":[26],"online":[27,50],"education":[28],"is":[29,41],"always":[30],"concerned":[31],"with":[32],"potential":[33],"distractions":[34],"misunderstandings.":[36],"Learning":[37],"Style":[38],"Classification":[39],"(LSC)":[40],"proposed":[42],"analyze":[44],"learning":[46,51,57],"behavior":[47],"patterns":[48],"users,":[52],"based":[53],"on":[54],"personalized":[56],"paths":[58],"are":[59],"generated":[60],"help":[62],"them":[63],"learn":[64],"maintain":[66],"their":[67],"interests.":[68]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":6}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
