DocumentCode
1456775
Title
EpiList II: Closing the Loop in the Development of Generic Cognitive Skills
Author
Goh, Ghee Ming ; Quek, Chai ; Maskell, Douglas L.
Author_Institution
Sch. of Inf. & Commun. Technol., Republic Polytech., Singapore, Singapore
Volume
40
Issue
4
fYear
2010
fDate
7/1/2010 12:00:00 AM
Firstpage
676
Lastpage
685
Abstract
The importance of cognitive skills in human learning and reasoning has become well established in recent years. This motivates the search for a knowledge representation that supports the development of a computational algorithm that performs, as well as instructs such cognitive skills. Cognitive skills can be broadly divided into two types: specific and generic cognitive skills. Intelligent tutoring systems (ITSs) that develop generic cognitive skills are essential for developing classification, generalization, and comparison processes. However, these current systems are inherently open loop and do not utilize feedback, based on the student´s competence level, to adapt the learning process. This is a major drawback when attempting to provide a dynamic learner-focused approach for effective instruction. In this paper, we present EpiList II, an ITS that closes the loop and is hence able to monitor and dynamically assess the student´s cognitive-skill competence. The results show a significant improvement in positive- and negative-reasoning skills, with 51% of students (up from an average of 8% of students when using an open-loop ITS) acquiring/developing these skills.
Keywords
cognition; inference mechanisms; intelligent tutoring systems; knowledge representation; learning (artificial intelligence); EpiList II; closed-loop architecture; computational algorithm; generic cognitive skill; human learning; human reasoning; intelligent tutoring system; knowledge representation; specific cognitive skill; Closed-loop instructions; comparison; dynamic assessment; generalization; generic cognitive skills; intelligent tutoring system (ITS);
fLanguage
English
Journal_Title
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
Publisher
ieee
ISSN
1083-4427
Type
jour
DOI
10.1109/TSMCA.2010.2041226
Filename
5439848
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