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

Patricia Melin, German Prado-Arechiga (Autoren)

Buch | Softcover

VIII, 88 Seiten

2017 | 1st ed. 2018
Springer International Publishing (Verlag)
978-3-319-61148-8 (ISBN)

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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.

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

Erscheinungsdatum	22.07.2017
Reihe/Serie	SpringerBriefs in Applied Sciences and Technology
Reihe/Serie	SpringerBriefs in Computational Intelligence
Zusatzinfo	VIII, 88 p. 48 illus., 47 illus. in color.
Verlagsort	Cham
Sprache	englisch
Maße	155 x 235 mm
Gewicht	162 g
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
	Medizin / Pharmazie ► Physiotherapie / Ergotherapie ► Orthopädie
	Technik
Schlagworte	Artificial Intelligence • biomedical engineering • Computational Intelligence • Diagnosis of Arterial Hypertension • Engineering • Engineering: general • Fuzzy Systems • Genetic algorithms • Health Informatics • Information technology: general issues • Intelligent Systems • Medical equipment & techniques • Medical equipment & techniques • Neural networks • Risk Evaluation of Arterial Hypertension
ISBN-10	3-319-61148-8 / 3319611488
ISBN-13	978-3-319-61148-8 / 9783319611488
Zustand	Neuware