2712 search results - page 308 / 543 » On learning algorithm selection for classification |
137
Voted
ICML
2005
IEEE
16 years 7 months ago
2005
IEEE
We present a novel algorithm for computing a training set consistent subset for the nearest neighbor decision rule. The algorithm, called FCNN rule, has some desirable properties....
167
Voted
IJCNN
2006
IEEE
16 years 1 months ago
2006
IEEE
— It is difficult to map many existing learning algorithms onto biological networks because the former require a separate learning network. The computational basis of biological...
114
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ICML
2008
IEEE
16 years 7 months ago
2008
IEEE
In one-class classification we seek a rule to find a coherent subset of instances similar to a few positive examples in a large pool of instances. The problem can be formulated an...
183
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ICML
2005
IEEE
16 years 7 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...
171
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NIPS
2004
15 years 8 months ago
2004
We provide a principle for semi-supervised learning based on optimizing the rate of communicating labels for unlabeled points with side information. The side information is expres...