The ROC isometrics approach to construct reliable classifiers
Stijn Vanderlooy, Ida G. Sprinkhuizen-Kuyper, Evgueni Nikolaevich Smirnov, H.J. van den Herik · Intelligent Data Analysis · 2009
We address the problem of applying machine-learning classifiers in domains where incorrect classifications have severe consequences. In these domains we propose to apply classifiers only when their performance can be defined by the domain expert prio