793 search results - page 19 / 159 » Confidence-weighted linear classification |
PRL
2006
14 years 11 months ago
2006
This paper focuses on linear classification using a fast and simple algorithm known as the Ho
PRL
2006
14 years 11 months ago
2006
Regularized linear classifiers have been successfully applied in undersampled, i.e. small sample size/high dimensionality biomedical classification problems. Additionally, a desig...
CLASSIFICATION
2004
14 years 11 months ago
2004
: We propose a new nonparametric family of oscillation heuristics for improving linear classifiers in the two-group discriminant problem. The heuristics are motivated by the intuit...
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PAMI
2012
13 years 2 months ago
2012
—Modeling data with linear combinations of a few elements from a learned dictionary has been the focus of much recent research in machine learning, neuroscience, and signal proce...
ICML
2007
IEEE
16 years 18 days ago
2007
IEEE
Linear Discriminant Analysis (LDA) is a well-known method for dimensionality reduction and classification. LDA in the binaryclass case has been shown to be equivalent to linear re...