Table 2 SHAP value ordering of different characteristics.

From: The construction of student-centered artificial intelligence online music learning platform based on deep learning

Feature name

SHAP average contribution value

Feature importance ranking

User historical behavior sequence

0.482

1

Course category

0.325

2

Learning preference

0.289

3

Study duration

0.271

4

Course difficulty

0.214

5

Course duration

0.187

6

Age

0.159

7

Teaching teacher

0.093

8

Course grading

0.087

9