Active learning for probabilistic neural networks

BOLAT B., Yıldırım T.

ADVANCES IN NATURAL COMPUTATION, PT 1, PROCEEDINGS, vol.3610, pp.110-118, 2005 (SCI-Expanded) identifier

  • Publication Type: Article / Article
  • Volume: 3610
  • Publication Date: 2005
  • Journal Name: ADVANCES IN NATURAL COMPUTATION, PT 1, PROCEEDINGS
  • Journal Indexes: Science Citation Index Expanded (SCI-EXPANDED)
  • Page Numbers: pp.110-118
  • Yıldız Technical University Affiliated: Yes

Abstract

In many neural network applications, the selection of best training set to represent the entire sample space is one of the most important problems. Active learning algorithms in the literature for neural networks are not appropriate for Probabilistic Neural Networks (PNN). In this paper, a new active learning method is proposed for PNN. The method was applied to several benchmark problems.