780 search results - page 22 / 156 » Learning Low-Density Separators |
101
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ICML
2003
IEEE
16 years 3 months ago
2003
IEEE
We investigate algebraic, logical, and geometric properties of concepts recognized by various classes of probabilistic classifiers. For this we introduce a natural hierarchy of pr...
117
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ECML
2005
Springer
15 years 8 months ago
2005
Springer
We propose a new learning algorithm for the set covering machine and a tight data-compression risk bound that the learner can use for choosing the appropriate tradeoff between the ...
128
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COLT
2003
Springer
15 years 8 months ago
2003
Springer
Abstract. In this paper we initiate an exploration of relationships between “preference elicitation”, a learning-style problem that arises in combinatorial auctions, and the pr...
125
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JMLR
2008
15 years 2 months ago
2008
We introduce a computationally feasible, "constructive" active learning method for binary classification. The learning algorithm is initially formulated for separable cl...
122
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ICASSP
2009
IEEE
15 years 9 months ago
2009
IEEE
We derive an efficient learning algorithm for model-based source separation for use on single channel speech mixtures where the precise source characteristics are not known a pri...