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  • 标题:Recurrent Neural Networks in Computer-Based Clinical Decision Support for Laryngopathies: An Experimental Study
  • 本地全文:下载
  • 作者:Jarosław Szkoła ; Krzysztof Pancerz ; Jan Warchoł
  • 期刊名称:Computational Intelligence and Neuroscience
  • 印刷版ISSN:1687-5265
  • 电子版ISSN:1687-5273
  • 出版年度:2011
  • 卷号:2011
  • DOI:10.1155/2011/289398
  • 出版社:Hindawi Publishing Corporation
  • 摘要:The main goal of this paper is to give the basis for creating a computer-based clinical decision support (CDS) system for laryngopathies. One of approaches which can be used in the proposed CDS is based on the speech signal analysis using recurrent neural networks (RNNs). RNNs can be used for pattern recognition in time series data due to their ability of memorizing some information from the past. The Elman networks (ENs) are a classical representative of RNNs. To improve learning ability of ENs, we may modify and combine them with another kind of RNNs, namely, with the Jordan networks. The modified Elman-Jordan networks (EJNs) manifest a faster and more exact achievement of the target pattern. Validation experiments were carried out on speech signals of patients from the control group and with two kinds of laryngopathies.
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