Active learning for probabilistic neural networks

BOLAT B., Yıldırım T.

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

  • Yayın Türü: Makale / Tam Makale
  • Cilt numarası: 3610
  • Basım Tarihi: 2005
  • Dergi Adı: ADVANCES IN NATURAL COMPUTATION, PT 1, PROCEEDINGS
  • Derginin Tarandığı İndeksler: Science Citation Index Expanded (SCI-EXPANDED)
  • Sayfa Sayıları: ss.110-118
  • Yıldız Teknik Üniversitesi Adresli: Evet

Özet

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.