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Transductive Reliability Estimation for Kernel Based Classifiers
Published on 2007-10-083467 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
Presentation
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