{"id":"https://openalex.org/W4407783017","doi":"https://doi.org/10.1177/14727978251318997","title":"Application of collaborative filtering based on deep learning in college students\u2019 entrepreneurship project recommendation system","display_name":"Application of collaborative filtering based on deep learning in college students\u2019 entrepreneurship project recommendation system","publication_year":2025,"publication_date":"2025-02-20","ids":{"openalex":"https://openalex.org/W4407783017","doi":"https://doi.org/10.1177/14727978251318997"},"language":"en","primary_location":{"id":"doi:10.1177/14727978251318997","doi":"https://doi.org/10.1177/14727978251318997","is_oa":false,"landing_page_url":"https://doi.org/10.1177/14727978251318997","pdf_url":null,"source":{"id":"https://openalex.org/S2765058733","display_name":"Journal of Computational Methods in Sciences and Engineering","issn_l":"1472-7978","issn":["1472-7978","1875-8983"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","jufo-1","norway-1","poland-20","russia-white-list-4"],"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":"Journal of Computational Methods in Sciences and Engineering","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5100851883","display_name":"Mei Xu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405278841","display_name":"Cangzhou Medical College","ror":"https://ror.org/00mm81v24","country_code":"CN","type":"education","lineage":["https://openalex.org/I4405278841"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mei Xu","raw_affiliation_strings":["Employment Service Center, Cangzhou Medical College, Cangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Employment Service Center, Cangzhou Medical College, Cangzhou, China","institution_ids":["https://openalex.org/I4405278841"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102724573","display_name":"Ling Yang","orcid":"https://orcid.org/0009-0006-3974-6100","observed_orcids":["https://orcid.org/0009-0006-3974-6100"]},"institutions":[{"id":"https://openalex.org/I4405278841","display_name":"Cangzhou Medical College","ror":"https://ror.org/00mm81v24","country_code":"CN","type":"education","lineage":["https://openalex.org/I4405278841"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ling Yang","raw_affiliation_strings":["Employment Service Center, Cangzhou Medical College, Cangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Employment Service Center, Cangzhou Medical College, Cangzhou, China","institution_ids":["https://openalex.org/I4405278841"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007971964","display_name":"Zheng Jun","orcid":"https://orcid.org/0009-0005-7083-9455","observed_orcids":["https://orcid.org/0009-0005-7083-9455"]},"institutions":[{"id":"https://openalex.org/I4405278841","display_name":"Cangzhou Medical College","ror":"https://ror.org/00mm81v24","country_code":"CN","type":"education","lineage":["https://openalex.org/I4405278841"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Zheng","raw_affiliation_strings":["Modern Education Technology Center, Cangzhou Medical College, Cangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Modern Education Technology Center, Cangzhou Medical College, Cangzhou, China","institution_ids":["https://openalex.org/I4405278841"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5102724573"],"corresponding_institution_ids":["https://openalex.org/I4405278841"],"apc_list":{"value":4150,"currency":"USD","value_usd":4150},"apc_paid":null,"fwci":1.7586,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.84973225,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":97},"biblio":{"volume":"25","issue":"4","first_page":"3397","last_page":"3410"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":1.0,"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/T14435","display_name":"Information Retrieval and Data Mining","score":0.0,"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":0.0,"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/collaborative-filtering","display_name":"collaborative filtering","score":0.9760000109672546},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.8989999890327454},{"id":"https://openalex.org/keywords/recommender-systems","display_name":"recommender systems","score":0.9589999914169312},{"id":"https://openalex.org/keywords/college-student-entrepreneurship","display_name":"college student entrepreneurship","score":0.7789999842643738},{"id":"https://openalex.org/keywords/recommendation-accuracy","display_name":"recommendation accuracy","score":0.8389999866485596},{"id":"https://openalex.org/keywords/personalization","display_name":"personalization","score":0.9629999995231628},{"id":"https://openalex.org/keywords/user-satisfaction","display_name":"user satisfaction","score":0.7289999723434448},{"id":"https://openalex.org/keywords/large-scale-data","display_name":"large-scale data","score":0.7639999985694885}],"concepts":[{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.7536501288414001},{"id":"https://openalex.org/C84309077","wikidata":"https://www.wikidata.org/wiki/Q3908516","display_name":"Entrepreneurship","level":2,"score":0.6792048811912537},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5079575181007385},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.48770007491111755},{"id":"https://openalex.org/C2987553829","wikidata":"https://www.wikidata.org/wiki/Q5380761","display_name":"Entrepreneurship education","level":3,"score":0.4486520290374756},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.4292735457420349},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.2164202630519867},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.20334389805793762},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.19065263867378235},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1177/14727978251318997","doi":"https://doi.org/10.1177/14727978251318997","is_oa":false,"landing_page_url":"https://doi.org/10.1177/14727978251318997","pdf_url":null,"source":{"id":"https://openalex.org/S2765058733","display_name":"Journal of Computational Methods in Sciences and Engineering","issn_l":"1472-7978","issn":["1472-7978","1875-8983"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","jufo-1","norway-1","poland-20","russia-white-list-4"],"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":"Journal of Computational Methods in Sciences and Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2744648648","https://openalex.org/W2954271476","https://openalex.org/W3000456438","https://openalex.org/W3006777088","https://openalex.org/W3044363548","https://openalex.org/W3046104504","https://openalex.org/W3084307352","https://openalex.org/W3094980748","https://openalex.org/W3153291637","https://openalex.org/W3207594930","https://openalex.org/W4200108005","https://openalex.org/W4288057254","https://openalex.org/W4298124436","https://openalex.org/W4307820865","https://openalex.org/W4315780388","https://openalex.org/W4382464165","https://openalex.org/W4394013706","https://openalex.org/W4404458088","https://openalex.org/W4405008314"],"related_works":["https://openalex.org/W4386163436","https://openalex.org/W3207594930","https://openalex.org/W4392711596","https://openalex.org/W4387614089","https://openalex.org/W7213561188","https://openalex.org/W3035767998","https://openalex.org/W4416350859","https://openalex.org/W7125388595","https://openalex.org/W4285338259","https://openalex.org/W4283365233"],"abstract_inverted_index":{"With":[0],"the":[1,22,40,46,51,75,94,98,105,130,137,144,150,160,168],"increasing":[2],"entrepreneurial":[3,11,49,70,123],"activities":[4],"of":[5,25,42,48,53,69,121,136,143,153,162,180],"college":[6],"students,":[7],"building":[8],"an":[9],"effective":[10],"project":[12,71],"recommendation":[13,99,169],"system":[14,170],"is":[15,56,175],"crucial":[16],"to":[17],"stimulate":[18],"innovation":[19],"and":[20,45,73,104,133,141,156],"improve":[21],"success":[23,34],"rate":[24],"entrepreneurship.":[26],"Traditional":[27],"collaborative":[28,76],"filtering":[29,77],"methods":[30,55],"have":[31],"achieved":[32],"some":[33],"in":[35,118],"recommender":[36],"systems.":[37],"However,":[38],"with":[39,83,91,167],"increase":[41],"data":[43,63,72,120,126],"scale":[44],"complexity":[47],"projects,":[50],"effect":[52,132],"traditional":[54,84,92,181],"gradually":[57],"limited.":[58],"This":[59,110],"study":[60],"uses":[61],"a":[62,66],"set":[64],"containing":[65],"large":[67],"number":[68],"compares":[74],"model":[78,96,145],"based":[79,171],"on":[80,172],"deep":[81,113,173],"learning":[82,114,174],"methods.":[85,182],"Experimental":[86],"results":[87],"show":[88],"that":[89,112,179],"compared":[90],"methods,":[93],"new":[95],"improves":[97],"accuracy":[100],"by":[101,107,148],"about":[102,108],"15%":[103],"personalization":[106],"20%.":[109],"shows":[111,129],"has":[115],"obvious":[116],"advantages":[117],"processing":[119],"large-scale":[122],"projects.":[124],"Further":[125],"analysis":[127],"also":[128],"training":[131,154],"generalization":[134],"ability":[135],"model.":[138],"The":[139],"effectiveness":[140],"robustness":[142],"are":[146],"verified":[147],"analyzing":[149],"change":[151],"trend":[152],"loss":[155],"verification":[157],"loss.":[158],"Through":[159],"survey":[161],"user":[163],"satisfaction,":[164],"users\u2019":[165],"satisfaction":[166],"significantly":[176],"higher":[177],"than":[178]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2025-02-21T00:00:00"}