Research on Precise Ideological and Political Education Based on Improved K-means Algorithm for College Students' Portrait Construction
DOI: 10.23977/jaip.2023.060408 | Downloads: 9 | Views: 356
Author(s)
Qingpeng Huang 1
Affiliation(s)
1 School of Automobile, Guangdong Mechanical & Electrical Polytechnic, Guangzhou, 510550, China
Corresponding Author
Qingpeng HuangABSTRACT
In order to analyze the performance of college students' learning and life in all aspects during their stay in school, by collecting quantitative daily life behavior data such as moral, intellectual, physical, aesthetic and labor of college students, the attribute characteristics used to construct student user portraits are selected, and the data analysis model is established by using the improved K-means algorithm to select the initial center point.Based on K-means clustering technology, this paper analyzes student behavior data and student achievement data. The students' performance is divided into six dimensions: professional performance, sports performance, competition performance, scholarship level, student cadre status, and second classroom performance. Drawing a crowd portrait that can fully show the students ' ability, accurately evaluate the students ' comprehensive ability, and realize the scientificity and feasibility of accurate ideological and political education.
KEYWORDS
K-means clustering algorithm; Ideological and political education; Crowd portrait; Student performanceCITE THIS PAPER
Qingpeng Huang, Research on Precise Ideological and Political Education Based on Improved K-means Algorithm for College Students' Portrait Construction. Journal of Artificial Intelligence Practice (2023) Vol. 6: 58-64. DOI: http://dx.doi.org/10.23977/jaip.2023.060408.
REFERENCES
[1] Jiang N, Xu W. S. Analysis of student consumption and learning behavior based on campus card data. Microcomputer application, 2015, 31 (2):35-38.
[2] Xiong Z. Y, Chen R. T, Zhang Y. F. An effective K-means clustering center initialization method. Computer Application Research, 2011, 28 (11):4188-4190.
[3] Liu J. Ideological and political education management research based on improved K-means clustering, 2016 International Conference on Robots & Intelligent System. Zhang Jia Jie, China. IEEE, 2016: 213-216.
[4] Irfan S, Dwivedi G, Ghosh S. Optimization of K-means clustering using genetic algorithm, 2017 International Conference on Computing and Communication Technologies for Smart Nation. Gurgaon. IEEE, 2017: 156-161.
[5] Zhang J. , Yan M. Y. , Sun Z. Q. , et al. College student management based on big data Innovative research . China Education Informatization, 2020 (13):78-80.
[6] Huang G. , Liu R. , Liu H. F. , et al. Crowd portrait analysis based on campus card data. Computer and Digital Engineering, 2018, 46 (9):1881-1886.
[7] Jiang N., Xu W. S. Analysis of student consumption and learning behavior based on campus card data. Microcomputer Applications, 2015, 31 (2):35-38.
[8] Natek S, Zwilling M. Student Data Mining Solution - - Knowledge Management System for Universities. Expert System and Application, 2014, 41 (14): 6400-6407.
[9] Li X. M., Wu H. S. Design and implementation of college student informa⁃ tion management system based on three-layer architecture. Computer Era, 2018(10):95-98.
[10] Rossi R, Gastaldi M, Orsini F. How to drive passenger airport ex⁃ perience: a decision support system based on user profile. IET Intelli⁃ gent Transport Systems, 2018, 12(4):301-308.
[11] Zhang L. J. Xu C. Q., Wang L. L., et al. Campus user portrait model based on multi-dimensional energy c-onsumption analysis. Renew⁃ able Energy, 2021, 39(8):1078-1086.
[12] Green H S, Li X Q, De Pra M, et al. A rapid method for the detection of extra virgin olive oil adulteration using UHPLC-CAD profiling of triacylg⁃ lycerols and PCA. Food Control, 2020, 107: 106773.
[13] Li X. M., Wu H. S. Design and implementation of college student information management system based on three-layer architecture. Computer Era, 2018(10):95-98.
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