Title :
SoftTutor — A XML based architecture for online questionnaire evaluation
Author :
Lekshmi, A. ; Nair, Prathibha S.
Author_Institution :
Dept. of Comput. Sci., Mohan Das Coll. of Eng. & Technol., Nedumangad, India
Abstract :
In most of the existing Intelligent Tutoring System, the initial clustering of students is based on their previous semester marks. This paper introduces SoftTutor, an ITS for teaching complex data structures in C for 4th semester B. Tech (Computer Science and Information Technology)students. Here instead of using their previous semester marks, a pretest is conducted by SoftTutor which includes questions in basics of computer science and a few on abstract reasoning. A XML based architecture is build for analyzing the answers. The dynamic DTD for each answer is constructed by performing apriori algorithm on the training data (collected from 60 students), to obtain the most frequent answers that are likely to be correct. Later the students are clustered based on their online marks using EM clustering algorithm. The low performing students were given additional assignments based on the clustering results so that they can improve themselves.
Keywords :
XML; computer science education; educational administrative data processing; expectation-maximisation algorithm; intelligent tutoring systems; pattern clustering; software architecture; teaching; 4th semester B Tech; EM clustering algorithm; ITS; SoftTutor; XML based architecture; abstract reasoning; apriori algorithm; complex data structures; computer science students; dynamic DTD; information technology students; intelligent tutoring system; low performing students; online marks; online questionnaire evaluation; pretest; semester marks; teaching; training data; Abstracts; Artificial intelligence; Computer architecture; Data mining; Education; XML; Apriori; EM. Fuzzy c-means; Educational Data mining; ITS; KMeans; Natural Language Processing;
Conference_Titel :
Control, Instrumentation, Communication and Computational Technologies (ICCICCT), 2014 International Conference on
Conference_Location :
Kanyakumari
Print_ISBN :
978-1-4799-4191-9
DOI :
10.1109/ICCICCT.2014.6993035