120 search results - page 1 / 24 » Improving the Practice of Classifier Performance Assessment |
NECO
2000
13 years 5 months ago
2000
ML
2006
ACM
13 years 5 months ago
2006
ACM
Abstract This paper introduces cost curves, a graphical technique for visualizing the performance (error rate or expected cost) of 2-class classifiers over the full range of possib...
ICML
2007
IEEE
14 years 6 months ago
2007
IEEE
The scores returned by support vector machines are often used as a confidence measures in the classification of new examples. However, there is no theoretical argument sustaining ...
JCIT
2010
13 years 3 days ago
2010
Probability theory is the framework for making decision under uncertainty. In classification, Bayes' rule is used to calculate the probabilities of the classes and it is a bi...
PRL
2006
13 years 5 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...