Web projektu DAR

Research Centre
Data - Algorithms - Decision Making

Established in 2005 under support of MŠMT ČR (project 1M0572)

Publications

Recognition of Properties by Probabilistic Neural Networks

Typ:

Conference paper

Authors:

Grim J., Hora J.

Proceedings name:

Artificial Neural Networks - ICANN 2009

Name of part:

Part II2

Publisher:

Springer Verlag

Serie:

Berlin, Heidelberg

Year:

2009

ISBN:

3-642-04276-7

ISSN:

0302-9743

Contact:

Ing. Jiří Grim, CSc. (ÚTIA - Oddělení rozpoznávání obrazů)

Keywords:

Probabilistic Neural Networks, Non-Exclusive Classes, One-Cl

Anotation:

The statistical pattern recognition based on Bayes formula implies the concept of mutually exclusive classes. This assumption is not applicable when we have to identify some non-exclusive properties and therefore it is unnatural in biological neural networks. Considering the framework of probabilistic neural networks we propose statistical identification of non-exclusive properties by using one-class classifiers.