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108
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IJCAI
2001
15 years 3 months ago
2001
We present a machine learning algorithm for refining the structure of a stochastic context
159
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JMLR
2006
15 years 2 months ago
2006
Many kernel learning algorithms, including support vector machines, result in a kernel machine, such as a kernel classifier, whose key component is a weight vector in a feature sp...
115
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ICML
2004
IEEE
16 years 3 months ago
2004
IEEE
Learning general functional dependencies is one of the main goals in machine learning. Recent progress in kernel-based methods has focused on designing flexible and powerful input...
128
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ICML
2007
IEEE
16 years 3 months ago
2007
IEEE
Recently, several learning algorithms relying on models with deep architectures have been proposed. Though they have demonstrated impressive performance, to date, they have only b...
NIPS
1997
15 years 3 months ago
1997
We present a new approach to reinforcement learning in which the policies considered by the learning process are constrained by hierarchies of partially specified machines. This ...