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New hybrid intelligent systems for diagnosis and risk evaluation of arterial hypertension 1st ed.

Author
  • Melin, Patricia
Additional Author(s)
  • Prado-Arechiga, German
Publisher
Cham, Switzerland : Springer International Publishing, 2018
Language
English
ISBN
9783319611495
Series
Springer briefs in computational intelligence
Subject(s)
  • BIOMEDICAL ENGINEERING
  • ENGINEERING
  • MEDICAL INFORMATICS
Notes
. .
Abstract
In this book, a new approach for diagnosis and risk evaluation of ar-terial hypertension is introduced. The new approach was implement-ed as a hybrid intelligent system combining modular neural net-works and fuzzy systems. The different responses of the hybrid system are combined using fuzzy logic. Finally, two genetic algo-rithms are used to perform the optimization of the modular neural networks parameters and fuzzy inference system parameters. The experimental results obtained using the proposed method on real pa-tient data show that when the optimization is used, the results can be better than without optimization. This book is intended to be a refer-ence for scientists and physicians interested in applying soft compu-ting techniques, such as neural networks, fuzzy logic and genetic algorithms, in medical diagnosis, but also in general to classification and pattern recognition and similar problems.
Physical Dimension
Number of Page(s)
1 online resource (viii, 88 p.)
Dimension
-
Other Desc.
ill. (in color.)
Summary / Review / Table of Content
From the Content: Introduction --
Fuzzy Logic for Arterial Hypertension Classification --
Design of a Neuro Design of a Neuro Design of Arterial Hypertension.
Exemplar(s)
# Accession No. Call Number Location Status
1.01286/20620 Mel NOnline !Available

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