7351 search results - page 354 / 1471 » Machine Learning |
208
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ICML
2009
IEEE
16 years 7 months ago
2009
IEEE
Training principles for unsupervised learning are often derived from motivations that appear to be independent of supervised learning. In this paper we present a simple unificatio...
183
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ALT
2008
Springer
16 years 3 months ago
2008
Springer
We consider the problem of learning to predict as well as the best in a group of experts making continuous predictions. We assume the learning algorithm has prior knowledge of the ...
167
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ICML
2009
IEEE
16 years 1 months ago
2009
IEEE
In this work, we extend the ellipsoid method, which was originally designed for convex optimization, for online learning. The key idea is to approximate by an ellipsoid the classi...
152
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ICALT
2003
IEEE
16 years 1 days ago
2003
IEEE
This position paper discusses different philosophical views of learning and the consequences of these different epistemologies on the design of online learning environments. Acade...
200
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COLT
2006
Springer
15 years 10 months ago
2006
Springer
We describe a novel framework for the design and analysis of online learning algorithms based on the notion of duality in constrained optimization. We cast a sub-family of universa...