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» Classification with guaranteed probability of error
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ICML
2008
IEEE
14 years 6 months ago
Cost-sensitive multi-class classification from probability estimates
For two-class classification, it is common to classify by setting a threshold on class probability estimates, where the threshold is determined by ROC curve analysis. An analog fo...
Deirdre B. O'Brien, Maya R. Gupta, Robert M. Gray
INFORMATICALT
2000
118views more  INFORMATICALT 2000»
13 years 5 months ago
Generalization Error of Randomized Linear Zero Empirical Error Classifier: Simple Asymptotics for Centered Data Case
An estimation of the generalization performance of classifier is one of most important problems in pattern clasification and neural network training theory. In this paper we estima...
Valdas Diciunas, Sarunas Raudys
ICPR
2004
IEEE
14 years 6 months ago
Classification Probability Analysis of Principal Component Null Space Analysis
In a previous paper [1], we have presented a new linear classification algorithm, Principal Component Null Space Analysis (PCNSA) which is designed for problems like object recogn...
Namrata Vaswani, Rama Chellappa
EUROMICRO
1999
IEEE
13 years 9 months ago
Error Recovery using Forced Validity Assisted by Executable Assertions for Error Detection: An Experimental Evaluation
This paper proposes and evaluates error detection and recovery mechanisms suitable for embedded systems. The purpose of these mechanisms is to provide detection of and recovery fr...
Martin Hiller
ICML
2010
IEEE
13 years 6 months ago
Risk minimization, probability elicitation, and cost-sensitive SVMs
A new procedure for learning cost-sensitive SVM classifiers is proposed. The SVM hinge loss is extended to the cost sensitive setting, and the cost-sensitive SVM is derived as the...
Hamed Masnadi-Shirazi, Nuno Vasconcelos