2683 search results - page 287 / 537 » Machine learning problems from optimization perspective |
146
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ICML
2008
IEEE
16 years 4 months ago
2008
IEEE
This paper is concerned with the generalization ability of learning to rank algorithms for information retrieval (IR). We point out that the key for addressing the learning proble...
138
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ICML
2008
IEEE
16 years 4 months ago
2008
IEEE
In this paper we study how to improve nearest neighbor classification by learning a Mahalanobis distance metric. We build on a recently proposed framework for distance metric lear...
123
Voted
ICML
1995
IEEE
15 years 7 months ago
1995
IEEE
Systems that learn from examples often create a disjunctive concept definition. Small disjuncts are those disjuncts which cover only a few training examples. The problem with sma...
128
Voted
ICML
2010
IEEE
15 years 4 months ago
2010
IEEE
We introduce a novel active learning algorithm for classification of network data. In this setting, training instances are connected by a set of links to form a network, the label...
130
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GECCO
2007
Springer
15 years 9 months ago
2007
Springer
The proliferation of all kinds of devices with different security requirements and constraints, and the arms-race nature of the security problem are increasingly demanding the de...