Nikolay I. Nikolaev, Evgueni N. Smirnov
An approach to integration of the analytical and empirical learning strategies for solving the theory-based concept specialization problem is proposed. The emphasis is on learning correct concepts...
Reliable classifiers in ROC space (2006)
Stijn Vanderlooy, Evgueni N. Smirnov
The performance of a classifier can be improved by abstaining on uncertain instance classifications. The transformation from the original Receiver Operator Characteristic (ROC) curve to the curve...
Stochastically Guided Disjunctive Version Space Learning (1996)
Nikolay I. Nikolaev, Evgueni N. Smirnov
This paper presents an incremental concept learning approach to identification of concepts with high overall accuracy. The main idea is to address the concept overlap as a central problem when...