class probability estimates

UAI
2004

122views Artificial Intelligence» more UAI 2004»

MOB-ESP and other Improvements in Probability Estimation

14 years 1 months ago

A key prerequisite to optimal reasoning under uncertainty in intelligent systems is to start with good class probability estimates. This paper improves on the current best probabi...

Rodney Nielsen

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ICML
2008
IEEE

176views Machine Learning» more ICML 2008»

Cost-sensitive multi-class classification from probability estimates

15 years 1 months ago

Download ee.washington.edu

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

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