3636 search results - page 234 / 728 » Crafting Papers on Machine Learning |
134
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ICML
2005
IEEE
16 years 6 months ago
2005
IEEE
This paper studies the aggregation of predictions made by tree-based models for several perturbed versions of the attribute vector of a test case. A closed-form approximation of t...
145
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ICML
2005
IEEE
16 years 6 months ago
2005
IEEE
This paper presents a Support Vector Method for optimizing multivariate nonlinear performance measures like the F1score. Taking a multivariate prediction approach, we give an algo...
147
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ICML
2005
IEEE
16 years 6 months ago
2005
IEEE
This paper presents an algorithm to estimate simultaneously both mean and variance of a non parametric regression problem. The key point is that we are able to estimate variance l...
111
Voted
ICML
2005
IEEE
16 years 6 months ago
2005
IEEE
This paper views clusterings as elements of a lattice. Distances between clusterings are analyzed in their relationship to the lattice. From this vantage point, we first give an a...
125
click to vote
ICML
2004
IEEE
16 years 6 months ago
2004
IEEE
In this paper we extend previous results providing a theoretical analysis of a new Monte Carlo ensemble classifier. The framework allows us to characterize the conditions under wh...