DocumentCode :
524280
Title :
Neural network based intelligent analysis of learners´ response for an e-Learning environment
Author :
Chakraborty, Udit Kr ; Roy, Samir
Author_Institution :
Dept. of Comput. Sci. & Eng., Sikkim Mainpal Inst. of Technol., Gangtok, India
Volume :
2
fYear :
2010
fDate :
22-24 June 2010
Abstract :
This paper presents a novel neural network based scheme for intelligent analysis of learners´ response for an e-Learning environment. The scheme applies to typed-in single-word textual response from the learners´ end. The proposed system is intelligently adaptive to inadvertent mistakes committed by the learner while responding to the system´s queries. Two-layered feed-forward neural net is employed to build the analyzer. Experimental results, carried out on a wide variety of sample responses show that the proposed scheme successfully simulates a human instructor communicating with the learner through single-word typed-in text.
Keywords :
computer aided instruction; feedforward neural nets; human computer interaction; e-learning environment; human computer interaction; neural network based intelligent analysis; single-word textual response; single-word typed-in text; system query; two-layered feed-forward neural network; Artificial neural networks; Computer networks; Computer science; Computer science education; Educational technology; Electronic learning; Human computer interaction; Intelligent networks; Intelligent systems; Neural networks; Human Computer Interaction; Multiple Choice Questions; Neural Network; e-Learning;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Education Technology and Computer (ICETC), 2010 2nd International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-6367-1
Type :
conf
DOI :
10.1109/ICETC.2010.5529371
Filename :
5529371
Link To Document :
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