Author(s)

Qingpeng Huang ¹

Affiliation(s)

¹ School of Automobile, Guangdong Mechanical & Electrical Polytechnic, Guangzhou, 510550, China

Corresponding Author

Qingpeng Huang

ABSTRACT

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 performance

CITE 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. 

Sponsors, Associates, and Links

---

• Power Systems Computation
  
  
• Internet of Things (IoT) and Engineering Applications
  
  
• Computing, Performance and Communication Systems
  
  
• Advances in Computer, Signals and Systems
  
  
• Journal of Network Computing and Applications
  
  
• Journal of Web Systems and Applications
  
  
• Journal of Electrotechnology, Electrical Engineering and Management
  
  
• Journal of Wireless Sensors and Sensor Networks
  
  
• Journal of Image Processing Theory and Applications
  
  
• Mobile Computing and Networking
  
  
• Vehicle Power and Propulsion
  
  
• Frontiers in Computer Vision and Pattern Recognition
  
  
• Knowledge Discovery and Data Mining Letters
  
  
• Big Data Analysis and Cloud Computing
  
  
• Electrical Insulation and Dielectrics
  
  
• Crypto and Information Security
  
  
• Journal of Neural Information Processing
  
  
• Collaborative and Social Computing
  
  
• International Journal of Network and Communication Technology
  
  
• File and Storage Technologies
  
  
• Frontiers in Genetic and Evolutionary Computation
  
  
• Optical Network Design and Modeling
  
  
• Journal of Virtual Reality and Artificial Intelligence
  
  
• Natural Language Processing and Speech Recognition
  
  
• Journal of High-Voltage
  
  
• Programming Languages and Operating Systems
  
  
• Visual Communications and Image Processing
  
  
• Journal of Systems Analysis and Integration
  
  
• Knowledge Representation and Automated Reasoning
  
  
• Review of Information Display Techniques
  
  
• Data and Knowledge Engineering
  
  
• Journal of Database Systems
  
  
• Journal of Cluster and Grid Computing
  
  
• Cloud and Service-Oriented Computing
  
  
• Journal of Networking, Architecture and Storage
  
  
• Journal of Software Engineering and Metrics
  
  
• Visualization Techniques
  
  
• Journal of Parallel and Distributed Processing
  
  
• Journal of Modeling, Analysis and Simulation
  
  
• Journal of Privacy, Trust and Security
  
  
• Journal of Cognitive Informatics and Cognitive Computing
  
  
• Lecture Notes on Wireless Networks and Communications
  
  
• International Journal of Computer and Communications Security
  
  
• Journal of Multimedia Techniques
  
  
• Automation and Machine Learning
  
  
• Computational Linguistics Letters
  
  
• Journal of Computer Architecture and Design
  
  
• Journal of Ubiquitous and Future Networks