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ICPR
2010
IEEE
13 years 8 months ago
ROC Analysis and Cost-Sensitive Optimization for Hierarchical Classifiers
Pavel Paclik, Carmen Lai, Thomas Landgrebe, Robert...
ICDAR
2009
IEEE
13 years 2 months ago
Using Kernel Density Classifier with Topic Model and Cost Sensitive Learning for Automatic Text Categorization
This paper proposes a novel framework for automatic text categorization problem based on the kernel density classifier. The overall goal is to tackle two main issues in automatic ...
Dwi Sianto Mansjur, Ted S. Wada, Biing-Hwang Juang
NIPS
2008
13 years 6 months ago
Overlaying classifiers: a practical approach for optimal ranking
ROC curves are one of the most widely used displays to evaluate performance of scoring functions. In the paper, we propose a statistical method for directly optimizing the ROC cur...
Stéphan Clémençon, Nicolas Va...
ICML
2005
IEEE
14 years 5 months ago
Optimizing abstaining classifiers using ROC analysis
Classifiers that refrain from classification in certain cases can significantly reduce the misclassification cost. However, the parameters for such abstaining classifiers are ofte...
Tadeusz Pietraszek
PRL
2006
93views more  PRL 2006»
13 years 4 months ago
ROC curves and video analysis optimization in intestinal capsule endoscopy
Wireless capsule endoscopy involves inspection of hours of video material by a highly qualified professional. Time episodes corresponding to intestinal contractions, which are of ...
Fernando Vilariño, Ludmila I. Kuncheva, Pet...