Research on the model of integrating craftsmanship into mental health education in colleges and universities based on group intelligence optimization under the perspective of three-whole-education
DOI:
https://doi.org/10.70917/jnic-2026-0008Keywords:
mental health education; data mining; cluster analysis; association rule mining; improved bat algorithm; ant colony algorithmAbstract
Under the guidance of the concept of “three-pronged education”, which is all-embracing, all-process education and all-round education, mental health education has become the focus of college education. In this paper, the index system of mental health assessment of college students is constructed, and the K-means clustering algorithm based on the improved bat algorithm is introduced. The ant colony algorithm and other optimization algorithms are combined serially to optimize the association rule mining, and the mental health education model of colleges and universities based on group intelligence optimization is constructed. Taking the students of a college as an example, the model is utilized to study the students' mental health problems. Relying on the characteristics of educational data, the specific manifestations of students with mental disorders are explored. Through cluster analysis and association rule mining of psychological scale data, the four main psychological problems that exist and their internal correlations are obtained. The results showed that the four main mental health problems among students were adaptation and anxiety, introversion and extroversion, emotionality and serenity and alertness, and timidity and boldness. The correlation rule {Adaptation and Anxiety}→{Affective and Tranquil Alertness} has the highest confidence level of 0.9132, and the support level of {Adaptation and Anxiety}→ {Introversion and Extroversion} and {Adaptation and Anxiety}→{Weakness and Boldness} are 0.1984 and 0.1375, respectively. The results show that one of the important psychological problems that cause the other three major psychological problems among the four major psychological problems is Adaptation and Anxiety, which is a significant factor for the how colleges and universities can provide students with mental health guidance has certain practical significance.
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Copyright (c) 2026 Wei Zhang, Yan Ren
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