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Transductive Reliability Estimation for Kernel Based Classifiers
Published on Oct 08, 20073460 Views
Estimating the reliability of individual classifications is very important in several applications such as medical diagnosis. Recently, the transductive approach to reliability estimation has been p
Chapter list
Transductive Reliability Estimation for Kernel Based Classifiers00:00
Introduction00:20
Kernel Classifiers01:08
Support Vector Machine (SVM)02:04
Reliability Measure for SVM02:16
Relevance Vector Machine pt 103:11
Relevance Vector Machine pt 203:56
RVM Reliability Measure04:32
Transductive Reliability Estimation pt 104:50
Transductive Reliability Estimation pt 205:46
Transductive Reliablility Estimation pt 306:43
Selecting the Threshold07:24
Evaluation of Reliability Measures pt 108:33
Evaluation of Reliability Measures pt 209:37
Evaluation on UCI Datasets10:19
Application on CAD pt 111:01
Application on CAD pt 211:32
Conclusions12:42
Future Work12:53