ICML
2003
IEEE
14 years 5 months ago
2003
IEEE
Recent theoretical results have shown that improved bounds on generalization error of classifiers can be obtained by explicitly taking the observed margin distribution of the trai...
ICML
2003
IEEE
14 years 5 months ago
2003
IEEE
In this paper we analyze the most popular evaluation metrics for separate-and-conquer rule learning algorithms. Our results show that all commonly used heuristics, including accur...
ICML
2003
IEEE
14 years 5 months ago
2003
IEEE
ICML
2003
IEEE
14 years 5 months ago
2003
IEEE
We investigate how random projection can best be used for clustering high dimensional data. Random projection has been shown to have promising theoretical properties. In practice,...
ICML
2003
IEEE
14 years 5 months ago
2003
IEEE
This paper explores the problem of how to construct lazy decision tree ensembles. We present and empirically evaluate a relevancebased boosting-style algorithm that builds a lazy ...
ICML
2003
IEEE
14 years 5 months ago
2003
IEEE
ICML
2003
IEEE
14 years 5 months ago
2003
IEEE
We consider incorporating action elimination procedures in reinforcement learning algorithms. We suggest a framework that is based on learning an upper and a lower estimates of th...
ICML
2003
IEEE
14 years 5 months ago
2003
IEEE
We present a novel Bayesian approach to the problem of value function estimation in continuous state spaces. We define a probabilistic generative model for the value function by i...
ICML
2003
IEEE
14 years 5 months ago
2003
IEEE
ICML
2003
IEEE
14 years 5 months ago
2003
IEEE
