163
Voted
COLT
15 years 8 months ago
2004 Springer 
We consider the binary classification problem. Given an i.i.d. sample drawn from the distribution of an X
133
Voted
COLT
15 years 8 months ago
2004 Springer 
This paper introduces a new method using dyadic decision trees for estimating a classification or a regression function in a multiclass classification problem. The estimator is bas...
128
Voted
COLT
15 years 10 months ago
2004 Springer 
We study the properties of the Minimum Description Length principle for sequence prediction, considering a two-part MDL estimator which is chosen from a countable class of models....
145
Voted
COLT
15 years 8 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...
171
Voted
COLT
15 years 10 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...
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Machine Learning