COLT
15 years 18 days ago
2004 Springer 
We consider the binary classification problem. Given an i.i.d. sample drawn from the distribution of an X
COLT
15 years 2 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
15 years 2 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
15 years 18 days 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
15 years 2 months ago
2004 Springer 
Different formal learning models address different aspects of human learning. Below we compare Gold-style learning—interpreting learning as a limiting process in which the lear...
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Machine Learning