COLT
14 years 1 months ago
2004 Springer  COLT
14 years 1 months ago
2004 Springer 
straction of the following scenarios: choosing from among a set of alternative treatments after a fixed number of clinical trials, determining the best parameter settings for a pro...
COLT
14 years 3 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
14 years 3 months ago
2004 Springer
Given a set of n randomly drawn sample points, spectral clustering in its simplest form uses the second eigenvector of the graph Laplacian matrix, constructed on the similarity gra...
COLT
14 years 1 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...
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Machine Learning