75 search results - page 3 / 15 » Reinforcement Learning for MDPs with Constraints |
AAAI
2007
15 years 1 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...
101
click to vote
ICML
2002
IEEE
16 years 12 days 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
15 years 8 months ago
2010
INSTICC
ICML
2003
IEEE
15 years 4 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
14 years 11 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 ...