Musical sound recognition by active learning PNN

  • Authors:
  • Bülent Bolat;Ünal Küçük

  • Affiliations:
  • Electronics and Telecommunications Engineering Dpt., Yildiz Technical University, Istanbul, Turkey;Electronics and Telecommunications Engineering Dpt., Yildiz Technical University, Istanbul, Turkey

  • Venue:
  • MRCS'06 Proceedings of the 2006 international conference on Multimedia Content Representation, Classification and Security
  • Year:
  • 2006

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Abstract

In this work an active learning PNN was used to recognize instru-mental sounds. LPC and MFCC coefficients with different orders were used as features. The best analysis orders were found by using passive PNNs and these sets were used with active learning PNNs. By realizing some experiments, it was shown that the entire performance was improved by using the active learning algorithm.