DocumentCode
2251387
Title
A new method to evaluate students´ learning achievement by automatically generating the importance degrees of attributes of questions
Author
Chen, Shyi-Ming ; Li, Ting-Kuei
Author_Institution
Dept. of Comput. Sci. & Inf. Eng., Nat. Taiwan Univ. of Sci. & Technol., Taipei, Taiwan
Volume
5
fYear
2010
fDate
11-14 July 2010
Firstpage
2495
Lastpage
2499
Abstract
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.
Keywords
education; fuzzy set theory; Bai method; Chen method; accuracy rate; attribute weight; fuzzy reasoning method; question attributes; student learning achievement indices; students learning achievement evaluation; time rate; Accuracy; Complexity theory; Cybernetics; Fuzzy reasoning; Fuzzy sets; Machine learning; Tin; Fuzzy sets; Learning achievement index; Membership functions; Students´ learning achievement evaluation;
fLanguage
English
Publisher
ieee
Conference_Titel
Machine Learning and Cybernetics (ICMLC), 2010 International Conference on
Conference_Location
Qingdao
Print_ISBN
978-1-4244-6526-2
Type
conf
DOI
10.1109/ICMLC.2010.5580818
Filename
5580818
Link To Document