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135
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AAAI
2008
15 years 6 months ago
2008
An important feature of many problem domains in machine learning is their geometry. For example, adjacency relationships, symmetries, and Cartesian coordinates are essential to an...
108
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COLT
2008
Springer
15 years 6 months ago
2008
Springer
We study the problem of learning mixtures of distributions, a natural formalization of clustering. A mixture of distributions is a collection of distributions D = {D1, . . . DT },...
157
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ALT
2010
Springer
15 years 6 months ago
2010
Springer
Online learning and kernel learning are two active research topics in machine learning. Although each of them has been studied extensively, there is a limited effort in addressing ...
120
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ALT
2010
Springer
15 years 6 months ago
2010
Springer
Known algorithms for learning PDFA can only be shown to run in time polynomial in the so-called distinguishability
165
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AGI
2008
15 years 6 months ago
2008
In order to claim fully general intelligence in an autonomous agent, the ability to learn is one of the most central capabilities. Classical machine learning techniques have had ma...