793 search results - page 19 / 159 » Confidence-weighted linear classification |
113
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PRL
2006
15 years 1 months ago
2006
This paper focuses on linear classification using a fast and simple algorithm known as the Ho
110
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PRL
2006
15 years 1 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...
65
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CLASSIFICATION
2004
15 years 1 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...
148
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PAMI
2012
13 years 4 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...
110
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ICML
2007
IEEE
16 years 2 months 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...