Title :
User Modeling Framework: The Case of Multi-language and Mathematics Learning
Author :
Virvou, Maria ; Troussas, Christos ; Sidiropoulos, Sotirios-Christos ; Halmouki, Georgia
Author_Institution :
Dept. of Inf., Univ. of Piraeus, Piraeus, Greece
Abstract :
In this paper we describe a framework for user modeling in multi-language and mathematics learning. The basic idea of the proposed framework is to create student models in order to assist students in the simultaneous learning of multiple languages or mathematics. The system constructs an individual model for each student, which holds information about his/her knowledge level and the error proneness in the curriculum being taught. This framework is used to support each student while studying the theoretical section and getting evaluated. Furthermore, we describe the error diagnosis component, which tries to intelligently elicit information about the reason of a student error and builds accurately his/her individual profile. The tutoring component incorporates the order of teaching a curriculum or how to offer hints during problem solving. Finally, user modeling uses information which emanates directly from students and operates in conjunction with error diagnosis and tutoring components in order to promote the educational process.
Keywords :
educational courses; intelligent tutoring systems; mathematics; natural languages; user interfaces; curriculum; educational process; elicit information; error diagnosis component; error proneness; knowledge level; mathematics learning; multilanguage; simultaneous learning; student model; tutoring component; user modeling framework; Multimedia communication; Signal processing; advice generator; computer assisted language learning; intelligent tutoring systems; mathematics learning; user modeling;
Conference_Titel :
Intelligent Information Hiding and Multimedia Signal Processing (IIH-MSP), 2012 Eighth International Conference on
Conference_Location :
Piraeus
Print_ISBN :
978-1-4673-1741-2
DOI :
10.1109/IIH-MSP.2012.131