New Hybrid Intelligent Systems for Diagnosis and Risk Evaluation of Arterial Hypertension

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.

Sommario

From the Content: Introduction.- Fuzzy Logic for Arterial Hypertension Classification.- Design of a Neuro Design of a Neuro Design of Arterial Hypertension.

Dettagli sul prodotto

• Autori: Patrici Melin, Patricia Melin, German Prado-Arechiga
• Editore: Springer, Berlin
• Lingue: Inglese
• Formato: Tascabile
• Pubblicazione: 30.09.2017
• EAN: 9783319611488
• ISBN: 978-3-31-961148-8
• Pagine: 88
• Dimensioni: 134 mm x 237 mm x 8 mm
• Peso: 174 g
• Illustrazioni: VIII, 88 p. 48 illus., 47 illus. in color.
• Serie: SpringerBriefs in Applied Sciences and Technology; SpringerBriefs in Computational Intelligence; SpringerBriefs in Applied Sciences and Technology; SpringerBriefs in Computational Intelligence
• Categorie: Scienze naturali, medicina, informatica, tecnica > Tecnica > Tematiche generali, enciclopedie; B, Biomedizinische Technik, Computeranwendungen in Industrie und Technologie, engineering, Health Informatics, Information technology: general issues, Computational Intelligence, Biomedical Engineering and Bioengineering, Biomedical engineering, Medical equipment & techniques