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New Hybrid Intelligent Systems for Diagnosis and Risk Evaluation of Arterial Hypertension
Hoofdkenmerken
Auteur: Patricia Melin; German Prado-Arechiga
Titel: New Hybrid Intelligent Systems for Diagnosis and Risk Evaluation of Arterial Hypertension
Uitgever: Springer Nature
ISBN: 9783319611495
ISBN boekversie: 9783319611488
Prijs: € 89,91
Verschijningsdatum: 04-07-2017
Inhoudelijke kenmerken
Categorie: Intelligence (AI) & Semantics
Taal: English
Imprint: Springer
Technische kenmerken
Verschijningsvorm: E-book
 

Inhoudsopgave:

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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