{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,22]],"date-time":"2026-01-22T04:58:54Z","timestamp":1769057934723,"version":"3.49.0"},"reference-count":15,"publisher":"SAGE Publications","issue":"2","license":[{"start":{"date-parts":[[2024,5,1]],"date-time":"2024-05-01T00:00:00Z","timestamp":1714521600000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["Information Services and Use"],"published-print":{"date-parts":[[2024,5]]},"abstract":"<jats:p> Many colleges in China have adopted the policy of recruiting students by academic subject categories in order to optimize the talent training mode. To solve the problems in major selection after enrollment, this paper has designed an intelligent algorithm model for recommending college majors. Compared with existing methods for assigning college majors, the model uses deep neural networks and clustering algorithms to simulate complex calculations in the human brain. It uses historical learning data from senior students or graduates to predict the future grades of freshmen, judge their adaptability to various college majors, reduce human interference in the college major selection process, recommend the most suitable college major to students. <\/jats:p>","DOI":"10.3233\/isu-230201","type":"journal-article","created":{"date-parts":[[2023,10,10]],"date-time":"2023-10-10T16:07:49Z","timestamp":1696954069000},"page":"165-175","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":2,"title":["A recommendation model for college majors based on deep learning and clustering algorithms"],"prefix":"10.1177","volume":"44","author":[{"given":"Yu","family":"Jian","sequence":"first","affiliation":[{"name":"School of Computer and Information Science, Hubei Engineering University,  Xiaogan,  Hubei, China"}]},{"given":"Ning","family":"Xiao","sequence":"additional","affiliation":[{"name":"Xiaogan Power Supply Company of State Grid Hubei Electric Power Co., Ltd,  Xiaogan,  Hubei, China"}]},{"given":"Li","family":"Youfeng","sequence":"additional","affiliation":[{"name":"School of Computer and Information Science, Hubei Engineering University,  Xiaogan,  Hubei, China"}]}],"member":"179","published-online":{"date-parts":[[2024,5,1]]},"reference":[{"key":"bibr001-ISU-230201","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-49186-4_31"},{"key":"bibr002-ISU-230201","doi-asserted-by":"publisher","DOI":"10.3233\/JCM-226350"},{"key":"bibr003-ISU-230201","doi-asserted-by":"publisher","DOI":"10.1155\/2022\/6283618"},{"issue":"1","key":"bibr004-ISU-230201","first-page":"21","volume":"31","author":"Lin B.","year":"2023","journal-title":"Engineering Intelligent Systems"},{"key":"bibr005-ISU-230201","doi-asserted-by":"publisher","DOI":"10.3233\/JIFS-189380"},{"key":"bibr006-ISU-230201","doi-asserted-by":"publisher","DOI":"10.1109\/AHPCAI57455.2022.10087625"},{"key":"bibr007-ISU-230201","doi-asserted-by":"publisher","DOI":"10.3103\/S1060992X20010038"},{"key":"bibr008-ISU-230201","volume-title":"Gaussian Mixture Model Based Prediction Method of Movie Rating","author":"Zhu J.","year":"2016"},{"key":"bibr009-ISU-230201","doi-asserted-by":"publisher","DOI":"10.3103\/S1060992X20010038"},{"key":"bibr010-ISU-230201","doi-asserted-by":"publisher","DOI":"10.1007\/s12065-021-00647-1"},{"key":"bibr011-ISU-230201","doi-asserted-by":"publisher","DOI":"10.1109\/IAAI51705.2020.9332879"},{"key":"bibr012-ISU-230201","first-page":"1","volume":"2023","author":"Wang S.","year":"2023","journal-title":"IEEE Transactions on Computational Social Systems"},{"key":"bibr013-ISU-230201","first-page":"148","volume":"402","author":"Fu L.","year":"2020","journal-title":"Neuro Computing"},{"key":"bibr014-ISU-230201","doi-asserted-by":"publisher","DOI":"10.1088\/1742-6596\/2137\/1\/012056"},{"key":"bibr015-ISU-230201","doi-asserted-by":"publisher","DOI":"10.1007\/s10559-021-00411-4"}],"container-title":["Information Services and Use"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.3233\/ISU-230201","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/full-xml\/10.3233\/ISU-230201","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.3233\/ISU-230201","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,10]],"date-time":"2025-03-10T21:30:21Z","timestamp":1741642221000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/10.3233\/ISU-230201"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,5]]},"references-count":15,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2024,5]]}},"alternative-id":["10.3233\/ISU-230201"],"URL":"https:\/\/doi.org\/10.3233\/isu-230201","relation":{},"ISSN":["0167-5265","1875-8789"],"issn-type":[{"value":"0167-5265","type":"print"},{"value":"1875-8789","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,5]]}}}