Transfer Learning and Representation Discovery in Intelligent Tutoring Systems
Publication Date
2009
Journal or Book Title
ARTIFICIAL INTELLIGENCE IN EDUCATION
Abstract
We describe a novel framework developed for transfer learning within reinforcement learning (RL) problems. Then we exhibit how this framework can be extended to intelligent tutoring systems (ITS). We compose an algorithm that au- tomatically constructs a graphical representation based on the transfer framework. We evaluate this on a real-world ITS example and show that the model constructed by our approach performs better than previously published results. We propose that transfer learning is a useful and related area to explore for furthering ITS.
DOI
http://dx.doi.org/10.3233/978-1-60750-028-5-605
Pages
605-607
Volume
200
Book Series Title
Frontiers in Artificial Intelligence and Applications
Recommended Citation
Ferguson, K; Woolf, BP; and Mahadevan, S, "Transfer Learning and Representation Discovery in Intelligent Tutoring Systems" (2009). ARTIFICIAL INTELLIGENCE IN EDUCATION. 869.
http://dx.doi.org/10.3233/978-1-60750-028-5-605