12194 search results - page 451 / 2439 » Numberings Optimal for Learning |
162
Voted
JMLR
2010
15 years 1 months ago
2010
The versatility of exponential families, along with their attendant convexity properties, make them a popular and effective statistical model. A central issue is learning these mo...
215
Voted
AGI
2011
14 years 10 months ago
2011
We present an actor-critic scheme for reinforcement learning in complex domains. The main contribution is to show that planning and I/O dynamics can be separated such that an intra...
226
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JMLR
2012
13 years 9 months ago
2012
We consider the minimization of a smooth loss with trace-norm regularization, which is a natural objective in multi-class and multitask learning. Even though the problem is convex...
208
Voted
IJRR
2008
15 years 6 months ago
2008
One of the most general frameworks for phrasing control problems for complex, redundant robots is operational space control. However, while this framework is of essential importan...
189
Voted
CVPR
2007
IEEE
16 years 9 months ago
2007
IEEE
Markov Random Field (MRF) models are a popular tool for vision and image processing. Gaussian MRF models are particularly convenient to work with because they can be implemented u...