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105
Voted
NIPS
2004
15 years 4 months ago
2004
We claim and present arguments to the effect that a large class of manifold learning algorithms that are essentially local and can be framed as kernel learning algorithms will suf...
151
Voted
NIPS
1992
15 years 3 months ago
1992
How can artificial neural nets generalize better from fewer examples? In order to generalize successfully, neural network learning methods typically require large training data se...
116
Voted
EVOW
2007
Springer
15 years 8 months ago
2007
Springer
We describe a novel method of evolutionary visual learning that uses generative approach for assessing learner’s ability to recognize image contents. Each learner, implemented as...
115
Voted
ISER
2004
Springer
15 years 8 months ago
2004
Springer
Abstract. Imitation learning is a powerful approach to humanoid behavior generation, however, the most existing methods assume the availability of the information on the internal s...
133
Voted
ICRA
2010
IEEE
15 years 1 months ago
2010
IEEE
— We consider the problem of finding sufficiently simple models of high-dimensional physical systems that are consistent with observed trajectories, and using these models to s...