A new method to evaluate students' learning achievement by automatically generating the importance degrees of attributes of questions

This paper presents a new method for students' learning achievement evaluation by automatically generating the importance degrees of the attributes of questions. It considers the “accuracy rate”, the “time rate”, the “importance” and the “complexity” for evaluating students' learning achievement. First, it transforms the attributes “accuracy rate” and “time rate” into the “effect of accuracy rate” and the “effect of time rate”, respectively. Then, it generates the weights of the attributes “effect of accuracy rate”, “effect of time rate”, “importance” and “complexity”, respectively. Then, it generates the importance degrees of the attributes of questions based on the weights of the attributes. Then, it calculates the learning achievement indices of the students having the same total score. Finally, it determines the new ranking order of the students having the same original total score based on the learning achievement indices of the students. The proposed method is simpler than Bai and Chen's method due to the fact that it is based on simple arithmetic calculations rather than the complicated fuzzy reasoning method.