291 search results - page 21 / 59 » The Convergence of Contrastive Divergences |
163
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CORR
2006
Springer
15 years 6 months ago
2006
Springer
Abstract. We propose and analyze a new vantage point for the learning of mixtures of Gaussians: namely, the PAC-style model of learning probability distributions introduced by Kear...
161
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JMLR
2010
15 years 26 days ago
2010
Recent research has seen the proposal of several new inductive principles designed specifically to avoid the problems associated with maximum likelihood learning in models with in...
111
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3DIM
2003
IEEE
15 years 11 months ago
2003
IEEE
Current alignment algorithms for registering range data captured from a 3D scanner assume that the range data depicts identical geometry taken from different views. However, in th...
157
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COLT
2006
Springer
15 years 9 months ago
2006
Springer
Abstract. We present a unified and complete account of maximum entropy distribution estimation subject to constraints represented by convex potential functions or, alternatively, b...
251
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ATAL
2008
Springer
15 years 8 months ago
2008
Springer
Multi-Agent Reinforcement Learning (MARL) algorithms suffer from slow convergence and even divergence, especially in large-scale systems. In this work, we develop a supervision fr...