Analysis of Strategies for Enhancing Informatization Teaching Ability of College Teachers Combined with Mathematical Statistics Multiple Regression Models

被引:0
|
作者
Li Y. [1 ]
机构
[1] School of Teacher Education, Pingdingshan University, Henan, Pingdingshan
关键词
Informative teaching skills; Logistic regression algorithm; Loss function; Multiple linear regression; Regular variation;
D O I
10.2478/amns.2023.2.01390
中图分类号
学科分类号
摘要
In this paper, from the perspective of education informatization, for the problem of teachers’ informatization teaching ability in colleges and universities, the loss function of the analysis of teachers’ informatization teaching ability in colleges and universities can be calculated by using a Logistic regression algorithm. In order to prevent the overfitting problem of multiple regression analysis, it is necessary to optimize the multiple regression analysis by regular transformation, and then construct the model of teachers’ informatization teaching ability based on multiple linear regression, and determine the research variables and regression equations in the model. Starting from the research objectives, the research objects and problems are determined, and two analysis methods, simulation analysis and statistical analysis, are used to empirically analyze the informatization teaching ability of college teachers. The results show that on the analysis of model instances, the correlation coefficients between the factors and the overall teacher educators’ informatization teaching ability range from 0.671 to 0.829, and there is a certain correlation between each factor and teacher educators’ informatization teaching ability. On the analysis of differences in teachers’ informatized teaching competence, the five competence constructs of Guangzhou college teachers’ education in technological literacy (P=0.653>0.05), instructional design (P=0.133>0.05), instructional implementation (P=0.584>0.05), evaluation development (P=0.287>0.05), and informatized teaching competence (P=0.413>0.05) do not significant differences exist. This study comprehensively analyzes the strategies for improving teachers’ informatization teaching ability in order to play some role in promoting the development of education informatization. © 2023 Yang Li, published by Sciendo.
引用
收藏
相关论文
共 25 条
  • [21] Cost-effectiveness of different strategies to monitor adults on antiretroviral treatment: a combined analysis of three mathematical models
    Keebler, Daniel
    Revill, Paul
    Braithwaite, Scott
    Phillips, Andrew
    Blaser, Nello
    Borquez, Annick
    Cambiano, Valentina
    Ciaranello, Andrea
    Estill, Janne
    Gray, Richard
    Hill, Andrew
    Keiser, Olivia
    Kessler, Jason
    Menzies, Nicolas A.
    Nucifora, Kimberly A.
    Vizcaya, Luisa Salazar
    Walker, Simon
    Welte, Alex
    Easterbrook, Philippa
    Doherty, Meg
    Hirnschall, Gottfried
    Hallett, Timothy B.
    LANCET GLOBAL HEALTH, 2014, 2 (01): : E35 - E43
  • [22] Enhancing teaching skills of physical education teachers in the Sultanate of Oman through augmented reality strategies: A comprehensive feedback-based analysis
    AL-Sinani, Yousra
    Al Taher, Mohamed
    COGENT SOCIAL SCIENCES, 2023, 9 (02):
  • [23] RETRACTED: Psychological Adjustment and Emotional Health Care Strategies in the Teaching Process of College Music Teachers Based on Big Data Analysis (Retracted Article)
    Ma, Songqing
    Liu, Yuhe
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2022, 2022
  • [24] Combined source apportionment, using positive matrix factorization-chemical mass balance and principal component analysis/multiple linear regression-chemical mass balance models
    Shi, Guo-Liang
    Li, Xiang
    Feng, Yin-Chang
    Wang, Yu-Qiu
    Wu, Jian-Hui
    Li, Jun
    Zhu, Tan
    ATMOSPHERIC ENVIRONMENT, 2009, 43 (18) : 2929 - 2937
  • [25] Evaluating Mathematical Problem-Solving Abilities of Generative AI Models: Performance Analysis of o1-preview and <sc>gpt-4o</sc> Using the Korean College Scholastic Ability Test
    Oh, Sejun
    IEEE ACCESS, 2025, 13 : 1227 - 1235