{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,14]],"date-time":"2026-01-14T20:23:22Z","timestamp":1768422202348,"version":"3.49.0"},"reference-count":27,"publisher":"Wiley","issue":"1","license":[{"start":{"date-parts":[[2021,4,13]],"date-time":"2021-04-13T00:00:00Z","timestamp":1618272000000},"content-version":"vor","delay-in-days":102,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Complexity"],"published-print":{"date-parts":[[2021,1]]},"abstract":"<jats:p>Mental health is an important basic condition for college students to become adults. Educators gradually attach importance to strengthening the mental health education of college students. This paper makes a detailed analysis and research on college students\u2019 mental health, expounds the development and application of clustering analysis algorithm, applies the distance formula and clustering criterion function commonly used in clustering analysis, and makes a specific description of some classic algorithms of clustering analysis. Based on expounding the advantages and disadvantages of fast\u2010clustering analysis algorithm and hierarchical clustering analysis algorithm, this paper introduces the concept of the two\u2010step clustering algorithm, discusses the algorithm flow of clustering model in detail, and gives the algorithm flow chart. The main work of this paper is to analyze the clustering algorithm of students\u2019 mental health database formed by mental health assessment tool test, establish a data mining model, mine the database, analyze the state characteristics of different college students\u2019 mental health, and provide corresponding solutions. In order to meet the needs of the psychological management system based on the clustering analysis method, the clustering analysis algorithm is used to cluster the data. Based on the original database, this paper establishes the methods of selecting, cleaning, and transforming the data of students\u2019 psychological archives. Finally, it expounds on the application of data mining in students\u2019 psychological management system and summarizes and prospects the implementation of the system.<\/jats:p>","DOI":"10.1155\/2021\/9996146","type":"journal-article","created":{"date-parts":[[2021,4,13]],"date-time":"2021-04-13T19:20:37Z","timestamp":1618341637000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["[Retracted] Data Analysis of College Students\u2019 Mental Health Based on Clustering Analysis Algorithm"],"prefix":"10.1155","volume":"2021","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1533-2035","authenticated-orcid":false,"given":"Yichen","family":"Chu","sequence":"first","affiliation":[]},{"given":"Xiaojian","family":"Yin","sequence":"additional","affiliation":[]}],"member":"311","published-online":{"date-parts":[[2021,4,13]]},"reference":[{"key":"e_1_2_9_1_2","first-page":"162","article-title":"Mental health prediction method of Higher Vocational Students Based on ensemble learning algorithm","volume":"15","author":"Xiong Z. 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