75 search results - page 3 / 15 » Reinforcement Learning for MDPs with Constraints |
AAAI
2007
13 years 8 months ago
2007
An Unobservable MDP (UMDP) is a POMDP in which there are no observations. An Only-Costly-Observable MDP (OCOMDP) is a POMDP which extends an UMDP by allowing a particular costly a...
ICML
2002
IEEE
14 years 7 months ago
2002
IEEE
One of the central challenges in reinforcement learning is to balance the exploration/exploitation tradeoff while scaling up to large problems. Although model-based reinforcement ...
ICAART
2010
INSTICC
14 years 3 months ago
2010
INSTICC
ICML
2003
IEEE
13 years 11 months ago
2003
IEEE
Shaping can be an effective method for improving the learning rate in reinforcement systems. Previously, shaping has been heuristically motivated and implemented. We provide a for...
JCP
2008
13 years 6 months ago
2008
In this paper, we propose a model named Logical Markov Decision Processes with Negation for Relational Reinforcement Learning for applying Reinforcement Learning algorithms on the ...