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COLT
2008
Springer
13 years 9 months ago
Stochastic Linear Optimization under Bandit Feedback
Varsha Dani, Thomas P. Hayes, Sham M. Kakade
COLT
2004
Springer
14 years 28 days ago
Reinforcement Learning for Average Reward Zero-Sum Games
Abstract. We consider Reinforcement Learning for average reward zerosum stochastic games. We present and analyze two algorithms. The first is based on relative Q-learning and the ...
Shie Mannor
SIAMCO
2008
72views more  SIAMCO 2008»
13 years 7 months ago
Optimal Consumption in a Growth Model with the Cobb--Douglas Production Function
An optimal consumption problem is studied in a growth model for the Cobb-Douglas production function in a finite horizon. The problem is transfered into a stochastic Ramsey proble...
Hiroaki Morimoto, Xun Yu Zhou
ORL
2006
72views more  ORL 2006»
13 years 7 months ago
A note on two-person zero-sum communicating stochastic games
For undiscounted two-person zero-sum communicating stochastic games with finite state and action spaces, a solution procedure is proposed that exploits the communication property,...
Zeynep Müge Avsar, Melike Baykal-Gursoy
ICML
1996
IEEE
13 years 11 months ago
A Convergent Reinforcement Learning Algorithm in the Continuous Case: The Finite-Element Reinforcement Learning
This paper presents a direct reinforcement learning algorithm, called Finite-Element Reinforcement Learning, in the continuous case, i.e. continuous state-space and time. The eval...
Rémi Munos