New hybrid intelligent systems for diagnosis and risk evaluation of arterial hypertension

New hybrid intelligent systems for diagnosis and risk evaluation of arterial hypertension

Author
Melin, PatriciaPrado-Arechiga, German
Publisher
Springer
Language
English
Year
2018
ISBN
978-3-319-61149-5,3319611496,978-3-319-61148-8
File Type
pdf
File Size
3.7 MiB

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.

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