171 search results - page 1 / 35 » Principled Methods for Advising Reinforcement Learning Agent... |
96
Voted
ICML
2003
IEEE
16 years 1 months ago
2003
IEEE
An important issue in reinforcement learning is how to incorporate expert knowledge in a principled manner, especially as we scale up to real-world tasks. In this paper, we presen...
92
Voted
JMLR
2002
15 years 2 days ago
2002
Lyapunov design methods are used widely in control engineering to design controllers that achieve qualitative objectives, such as stabilizing a system or maintaining a system'...
144
Voted
Publication
We state the problem of inverse reinforcement learning in terms of preference elicitation, resulting in a principled (Bayesian) statistical formulation. This generalises previous w...
87
Voted
AAAI
2010
15 years 1 months ago
2010
102
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IDEAL
2007
Springer
15 years 6 months ago
2007
Springer
Recently researchers have introduced methods to develop reusable knowledge in reinforcement learning (RL). In this paper, we define simple principles to combine skills in reinforce...