3716 search results - page 66 / 744 » On the monotonization of the training set |
103
Voted
ICML
2003
IEEE
16 years 1 months ago
2003
IEEE
We examine the set covering machine when it uses data-dependent half-spaces for its set of features and bound its generalization error in terms of the number of training errors an...
97
Voted
FLAIRS
2007
15 years 2 months ago
2007
Many real-world domains present the problem of imbalanced data sets, where examples of one classes significantly outnumber examples of other classes. This makes learning difficu...
116
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CORR
2011
Springer
14 years 4 months ago
2011
Springer
For large, real-world inductive learning problems, the number of training examples often must be limited due to the costs associated with procuring, preparing, and storing the tra...
112
Voted
ICPR
2006
IEEE
16 years 1 months ago
2006
IEEE
A two-class imbalanced data problem (IDP) emerges when the data from majority class are compactly clustered and the data from minority class are scattered. Though a discriminative...
112
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BMCBI
2006
15 years 20 days ago
2006
Background: Particle Swarm Optimization (PSO) is an established method for parameter optimization. It represents a population-based adaptive optimization technique that is influen...