{"id":"https://openalex.org/W4387504171","doi":"https://doi.org/10.3233/isu-230201","title":"A recommendation model for college majors based on deep learning and clustering algorithms","display_name":"A recommendation model for college majors based on deep learning and clustering algorithms","publication_year":2023,"publication_date":"2023-10-10","ids":{"openalex":"https://openalex.org/W4387504171","doi":"https://doi.org/10.3233/isu-230201"},"language":"en","primary_location":{"id":"doi:10.3233/isu-230201","is_oa":true,"landing_page_url":"https://doi.org/10.3233/isu-230201","pdf_url":"https://content.iospress.com:443/download/information-services-and-use/isu230201?id=information-services-and-use%2Fisu230201","source":{"id":"https://openalex.org/S2764781207","display_name":"Information Services & Use","issn_l":"0167-5265","issn":["0167-5265","1875-8789"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Services and Use","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://content.iospress.com:443/download/information-services-and-use/isu230201?id=information-services-and-use%2Fisu230201","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100437525","display_name":"Jian Yu","orcid":"https://orcid.org/0009-0002-2119-3561"},"institutions":[{"id":"https://openalex.org/I4210154338","display_name":"Hubei Engineering University","ror":"https://ror.org/05amnwk22","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210154338"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yu Jian","raw_affiliation_strings":["School of Computer and Information Science, Hubei Engineering University,  Xiaogan,  Hubei, China","School of Computer and Information Science, Hubei Engineering University, Xiaogan, Hubei, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Information Science, Hubei Engineering University,  Xiaogan,  Hubei, China","institution_ids":["https://openalex.org/I4210154338"]},{"raw_affiliation_string":"School of Computer and Information Science, Hubei Engineering University, Xiaogan, Hubei, China","institution_ids":["https://openalex.org/I4210154338"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102016693","display_name":"Ning Xiao","orcid":"https://orcid.org/0000-0003-0652-0819"},"institutions":[{"id":"https://openalex.org/I4210154338","display_name":"Hubei Engineering University","ror":"https://ror.org/05amnwk22","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210154338"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ning Xiao","raw_affiliation_strings":["Xiaogan Power Supply Company of State Grid Hubei Electric Power Co., Ltd,  Xiaogan,  Hubei, China","Xiaogan Power Supply Company of State Grid Hubei Electric Power Co., Ltd, Xiaogan, Hubei, China"],"affiliations":[{"raw_affiliation_string":"Xiaogan Power Supply Company of State Grid Hubei Electric Power Co., Ltd,  Xiaogan,  Hubei, China","institution_ids":["https://openalex.org/I4210154338"]},{"raw_affiliation_string":"Xiaogan Power Supply Company of State Grid Hubei Electric Power Co., Ltd, Xiaogan, Hubei, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103655354","display_name":"LI Youfeng","orcid":null},"institutions":[{"id":"https://openalex.org/I4210154338","display_name":"Hubei Engineering University","ror":"https://ror.org/05amnwk22","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210154338"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Youfeng","raw_affiliation_strings":["School of Computer and Information Science, Hubei Engineering University,  Xiaogan,  Hubei, China","School of Computer and Information Science, Hubei Engineering University, Xiaogan, Hubei, China"],"affiliations":[{"raw_affiliation_string":"School of Computer and Information Science, Hubei Engineering University,  Xiaogan,  Hubei, China","institution_ids":["https://openalex.org/I4210154338"]},{"raw_affiliation_string":"School of Computer and Information Science, Hubei Engineering University, Xiaogan, Hubei, China","institution_ids":["https://openalex.org/I4210154338"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100437525"],"corresponding_institution_ids":["https://openalex.org/I4210154338"],"apc_list":null,"apc_paid":null,"fwci":0.3497,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.66003623,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"44","issue":"2","first_page":"165","last_page":"175"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12128","display_name":"AI in Service Interactions","score":0.9921000003814697,"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/T12128","display_name":"AI in Service Interactions","score":0.9921000003814697,"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/T14413","display_name":"Advanced Technologies in Various Fields","score":0.9843999743461609,"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/T12260","display_name":"Educational Technology and Pedagogy","score":0.9768999814987183,"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/adaptability","display_name":"Adaptability","score":0.7555534839630127},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6948883533477783},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6885747313499451},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6203415393829346},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5644155144691467},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.561626672744751},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5382708311080933},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.4740174412727356},{"id":"https://openalex.org/keywords/order","display_name":"Order (exchange)","score":0.45938020944595337},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43974265456199646},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4201141893863678},{"id":"https://openalex.org/keywords/interference","display_name":"Interference (communication)","score":0.41441136598587036},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2288779616355896},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.13876694440841675},{"id":"https://openalex.org/keywords/management","display_name":"Management","score":0.13013023138046265},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.06738731265068054}],"concepts":[{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.7555534839630127},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6948883533477783},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6885747313499451},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6203415393829346},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5644155144691467},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.561626672744751},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5382708311080933},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.4740174412727356},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.45938020944595337},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43974265456199646},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4201141893863678},{"id":"https://openalex.org/C32022120","wikidata":"https://www.wikidata.org/wiki/Q797225","display_name":"Interference (communication)","level":3,"score":0.41441136598587036},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2288779616355896},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.13876694440841675},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.13013023138046265},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.06738731265068054},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/isu-230201","is_oa":true,"landing_page_url":"https://doi.org/10.3233/isu-230201","pdf_url":"https://content.iospress.com:443/download/information-services-and-use/isu230201?id=information-services-and-use%2Fisu230201","source":{"id":"https://openalex.org/S2764781207","display_name":"Information Services & Use","issn_l":"0167-5265","issn":["0167-5265","1875-8789"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Services and Use","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3233/isu-230201","is_oa":true,"landing_page_url":"https://doi.org/10.3233/isu-230201","pdf_url":"https://content.iospress.com:443/download/information-services-and-use/isu230201?id=information-services-and-use%2Fisu230201","source":{"id":"https://openalex.org/S2764781207","display_name":"Information Services & Use","issn_l":"0167-5265","issn":["0167-5265","1875-8789"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Services and Use","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.5799999833106995,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387504171.pdf"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W2612999731","https://openalex.org/W3010905193","https://openalex.org/W3016073628","https://openalex.org/W3028999579","https://openalex.org/W3092501105","https://openalex.org/W3132693626","https://openalex.org/W3198392001","https://openalex.org/W3214974523","https://openalex.org/W4200098719","https://openalex.org/W4292749527","https://openalex.org/W4294647541","https://openalex.org/W4304587453","https://openalex.org/W4321483883","https://openalex.org/W4362709389"],"related_works":["https://openalex.org/W2357124094","https://openalex.org/W2387399993","https://openalex.org/W2389739210","https://openalex.org/W2348924972","https://openalex.org/W2365736347","https://openalex.org/W2047454415","https://openalex.org/W2070040999","https://openalex.org/W2387293848","https://openalex.org/W3121791438","https://openalex.org/W2250140200"],"abstract_inverted_index":{"Many":[0],"colleges":[1],"in":[2,15,27,65,96],"China":[3],"have":[4],"adopted":[5],"the":[6,19,25,52,66,81,97,103],"policy":[7],"of":[8,84],"recruiting":[9],"students":[10,76],"by":[11],"academic":[12],"subject":[13],"categories":[14],"order":[16],"to":[17,61,79,89,108],"optimize":[18],"talent":[20],"training":[21],"mode.":[22],"To":[23],"solve":[24],"problems":[26],"major":[28,99,107],"selection":[29,100],"after":[30],"enrollment,":[31],"this":[32],"paper":[33],"has":[34],"designed":[35],"an":[36],"intelligent":[37],"algorithm":[38],"model":[39,53],"for":[40,48],"recommending":[41],"college":[42,50,91,98,106],"majors.":[43],"Compared":[44],"with":[45],"existing":[46],"methods":[47],"assigning":[49],"majors,":[51,92],"uses":[54,70],"deep":[55],"neural":[56],"networks":[57],"and":[58],"clustering":[59],"algorithms":[60],"simulate":[62],"complex":[63],"calculations":[64],"human":[67,94],"brain.":[68],"It":[69],"historical":[71],"learning":[72],"data":[73],"from":[74],"senior":[75],"or":[77],"graduates":[78],"predict":[80],"future":[82],"grades":[83],"freshmen,":[85],"judge":[86],"their":[87],"adaptability":[88],"various":[90],"reduce":[93],"interference":[95],"process,":[101],"recommend":[102],"most":[104],"suitable":[105],"students.":[109]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-02-06T02:01:19.302388","created_date":"2025-10-10T00:00:00"}
