CHEN, PIN CHEN
National University of Tainan Department of Information and Learning Technology Student
Email：daisy12296021@gmail.com
TSAI, YU TING
National University of Tainan Department of Information and Learning Technology Student
Email：yuttsai89@gmail.com
YEH, YU CHI
National University of Tainan Department of Information and Learning Technology Student
Email：uchiyeh@gmail.com
CHANG, CHIH KAI
National University of Tainan Department of Information and Learning Technology Professor
Email：chihkai@mail.nutn.edu.tw
Abstract
As multimedia industry and 3D computer graphics technology rise, the demand for learning 3D modeling software is increasing. Although there are various relevant teaching materials and videos on the Internet, their suitability needs checking one by one. In view of this, this project is expected to help students plan their future learning materials and courses via the predictive analysis of learning styles. In this project, we use Psychopy 3 to establish a learning platform to place learning materials and record their complete learning behaviors. With Orange machine learning’s linear regression analysis method, we train the learning behavior analysis and learning style questionnaire data and build predictive models; in turn, students’ learning styles can be automatically analyzed just by operating the system in the future. With the elearning method in this project, we hope to help students plan the most suitable learning method based on individuals’ learning situation.
Keywords :Learning Style, Learning Behavior Analysis, E-Learning, Regression Analysis, 3D modeling.