Research Article

Prediction of Students’ Performance Based on the Hybrid IDA-SVR Model

Table 3

The features of each student sample.

CategoryNo.FeatureValue

Basic information1Sex{1,2}
2Native place{1,2,3,4,5}
3Semester{1,2}
4Education level of parents{1,2,3,4,5}
5Work as a student cadre{0,1}

Interest6Interest in the course{1,2,3,4}
7The degree of keeping up with the class{1,2,3,4}
8Learning initiative{1,2,3,4}

Behavior in class9Number of absenteeism[0,25]
10Frequency of distraction[5,47]
11Average number of hands raised[0,12]
12Number of questions answered[0,9]
13Number of assignments submitted[0,20]
14Number of interactions between teachers and students[0,17]
15Number of group discussions attended[0,10]

Behavior outside class16Time of study this course outside the class[5,65]
17Study extracurricular material time[0,12]
18Online viewing time[0,60]