Johns, J. and Mahadevan, S., "Constructing Basis Functions from
Directed Graphs for Value Function Approximation" , International Conference on
Machine Learning (ICML), 2007, June 20-24, 2007, Corvallis, Oregon. pdf
Osentoski, S. and Mahadevan, S., "Learning State-Action Basis Functions
for
Hierarchical MDPs" , International Conference on Machine Learning (ICML), 2007, June
20-24, 2007, Corvallis, Oregon.pdf
Johns, J., Mahadevan, S., and Wang, C. "Compact Spectral Bases for
Value
Function Approximation using Kronecker Factorization", National Conference on
Artificial Intelligence (AAAI), July 22-26,2007, Vancouver, Canada. pdf
2006:
Mahadevan, S. and Maggioni, M.,
"Value Function Approximation using Diffusion Wavelets and Laplacian Eigenfunctions
Neural Information Processing Systems (NIPS), MIT Press, 2006
pdf
Maggioni, M. and Mahadevan, S., "Fast Direct Policy Evaluation using Multiscale Analysis of Markov
Diffusion Processes",
Proceedings of the Twenty Third International Conference on Machine Learning (ICML 2006), Pittsburgh, PA, June
2006 pdf
Mahadevan, S., Maggioni, M., Ferguson, K., and Osentoski., S., "Learning Representation and Control In
Continuous Markov Decision Processes",
Proceedings of The 21st National Conference on Artificial Intelligence (AAAI-06), Boston, MA, July 16-20, 2006
pdf
2005:
Mahadevan, S.,
"Samuel Meets Amarel: Automating Value Function Approximation using Global State Space Analysis",
Proceedings of the National Conference on Artificial Intelligence AAAI05, Pittsburgh, PA, July 9-13, 2005
pdf
Mahadevan, S., "Representation Policy Iteration",
Proceedings of the 21st Conference on Uncertainty in Artificial Intelligence UAI05, Edinburgh, Scotland, July
26-29, 2005
pdf
Mahadevan, S.,
"Proto-Value Functions: Developmental Reinforcement Learning",
Proceedings of the International Conference on Machine Learning ICML05, Bonn, Germany, August 7-13, 2005
pdf
Maggiono, M. and Mahadevan, S.,
"A Multiscale Framework For Markov Decision Processes using Diffusion Wavelets",
University of Massachusetts, Department of Computer Science Technical Report TR-2006-36, 2006 pdf
2005:
Mahadevan, S. and Maggioni, M., "Value Function Approximation using Diffusion Wavelets and Laplacian
Eigenfunctions",
University of Massachusetts, Department of Computer Science Technical Report TR-2005-38, 2005
pdf
Maggioni, M. and Mahadevan, S., "Fast Direct Policy Evaluation Using Multiscale Markov Diffusion
Processes",
University of Massachusetts, Department of Computer Science Technical Report TR-2005-39, 2005
pdf