z-logo
open-access-imgOpen Access
Fuzzy Cluster Analysis on Influencing Factors of College Student Scores
Author(s) -
Jia Wen,
Xiaochong Wei,
Haipeng Liu,
Yiyuan Rong
Publication year - 2020
Publication title -
revue d intelligence artificielle
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.146
H-Index - 14
eISSN - 1958-5748
pISSN - 0992-499X
DOI - 10.18280/ria.340511
Subject(s) - principal component analysis , factor (programming language) , fuzzy logic , mathematics education , psychology , cluster (spacecraft) , quality (philosophy) , variance (accounting) , initialization , computer science , the internet , affect (linguistics) , factor analysis , statistics , artificial intelligence , machine learning , mathematics , world wide web , philosophy , accounting , communication , epistemology , business , programming language
In the age of the Internet, the learning environment is increasingly diversified. It is of great importance to explore the factors that truly affect the college student scores. Focusing on 13 factors that potentially influence college student scores, this paper carries out a questionnaire survey on students of different grades from different colleges, conducts fuzzy processing of the collected data, randomly selects the processed data for initialization of attribute values. Then, the initialized data were subject to principal component analysis (PCA), fuzzy cluster analysis (FCA), and analysis of variance (ANOVA). Through the analysis, six factors were identified as the key factors affecting college student scores: family factor, Exam factor, exchange factor, learner factor, classmate factor, and campus factor. On this basis, the authors called for the concerted efforts from the school, teachers, and students for improving the teaching quality in colleges.

The content you want is available to Zendy users.

Already have an account? Click here to sign in.
Having issues? You can contact us here
Accelerating Research

Address

John Eccles House
Robert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom