Applied Mathematics and Nonlinear Sciences
Journal license

Journal

Applied Mathematics and Nonlinear Sciences


Volume
& Issue

Volume 8, Issue 2


Published
on

December 5, 2023


Pages


DOI

Article

A Practical Study of Basketball Teaching Reform in Colleges and Universities Based on Big Data


Authors

Chengjian Sheng Affiliation:
Pingdingshan University, Pingdingshan, Henan, 467000, China.
, Chenxin Lian Affiliation:
Pingdingshan Vocational and Technical College, Pingdingshan, Henan, 467000, China.
and Haolin Pang Affiliation:
Pingdingshan University, Pingdingshan, Henan, 467000, China.


Abstract

In this paper, the human body posture estimation algorithm is used to locate the key points of the human body in the RGB screen, and two human body multi-objective algorithms are used to predict the posture trajectory, and they can overcome the influence of the errors contained in the information recorded by the sensors to a certain extent. Secondly, the spatio-temporal graph convolutional neural network is used to identify human behavior and extract behavioral action features, and through the analysis of the action features, we understand the basketball skill level of the students and put forward the reform strategy of college basketball teaching. Sixty students from the basketball minor class at University Q’s College of Physical Education were selected as research subjects for teaching practice. The results show that the average scores of the students in spot-up shooting, half-court folding dribbling and marching one-handed over-the-shoulder shooting after the reform are higher than those before the reform by 1.80, 1.08, and 1.85, which indicates that the reform of basketball teaching based on big data can improve the students’ interest in learning and their training scores, and enhance the students’ basketball skill level.


Keywords

Human posture estimation, Human multi-objective algorithms, Convolutional neural networks, Behavioral action characteristics, Basketball teaching reforms, 97C70


Citation

Sheng, C., Lian, C., & Pang, H. (2023). A practical study of basketball teaching reform in colleges and universities based on big data. Applied Mathematics and Nonlinear Sciences, 8(2). https://doi.org/10.2478/amns.2023.2.01353

Published by: Engineering Journals

Engineering Journals Logo