COLT
13 years 10 months ago
2004 Springer 
The main goal of this paper is to prove inequalities on the reconstruction error for Kernel Principal Component Analysis. With respect to previous work on this topic, our contribu...
COLT
13 years 9 months ago
2004 Springer 
We study the problem of classifying data in a given taxonomy when classifications associated with multiple and/or partial paths are allowed. We introduce an incremental algorithm u...
COLT
13 years 9 months ago
2004 Springer 
We consider the binary classification problem. Given an i.i.d. sample drawn from the distribution of an X
COLT
13 years 10 months ago
2004 Springer
Abstract. The Gram matrix plays a central role in many kernel methods. Knowledge about the distribution of eigenvalues of the Gram matrix is useful for developing appropriate model...
COLT
13 years 10 months ago
2004 Springer
Abstract. We study two boosting algorithms, Coordinate Ascent Boosting and Approximate Coordinate Ascent Boosting, which are explicitly designed to produce maximum margins. To deri...
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Machine Learning