Polish (Poland)English (United Kingdom)

Novel approach toward medical signals classifier

Type of Publication: In Proceedings Keywords: medical signal processing;neural nets;patient diagnosis;signal classification;CI solution;DSS;NN classifier;automatic medical signal diagnosis;classification procedure;computational intelligence;decision support system;digital signals;heart actions;
Year: 2015
Authors:
  • M. Wozniak
  • D. Polap
  • R. K. Nowicki
  • C. Napoli
  • G. Pappalardo
  • E. Tramontana
Book title: Neural Networks (IJCNN), 2015 International Joint Conference on
Pages: 1-7
Month: July
BibTex:
Abstract:
In this paper a novel approach to automatic medical signal diagnosis is proposed. The authors propose a solution based on the application of Computational Intelligence (CI) to assist classification procedure based on Neural Network (NN) attempt. Experiments have been performed with the proposed CI solution applied on retrieved digital signals of various heart actions to help in missing or incomplete data gathering. Then this knowledge was applied as a training set in proposed NN classifier used to recognize potential dangers and therefore work as Decision Support System (DSS) designed for medical purposes.

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