Patricia Melin

(Author)

Neuro Fuzzy Hybrid Models for Classification in Medical Diagnosis (2021)Paperback - 2021, 28 October 2020

Neuro Fuzzy Hybrid Models for Classification in Medical Diagnosis (2021)
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Part of Series
Springerbriefs in Applied Sciences and Technology
Part of Series
Springerbriefs in Computational Intelligence
Print Length
103 pages
Language
English
Publisher
Springer
Date Published
28 Oct 2020
ISBN-10
3030604802
ISBN-13
9783030604806

Description

This book is focused on the use of intelligent techniques, such as fuzzy logic, neural networks and bio-inspired algorithms, and their application in medical diagnosis. The main idea is that the proposed method may be able to adapt to medical diagnosis problems in different possible areas of the medicine and help to have an improvement in diagnosis accuracy considering a clinical monitoring of 24 hours or more of the patient.

In this book, tests were made with different architectures proposed in the different modules of the proposed model. First, it was possible to obtain the architecture of the fuzzy classifiers for the level of blood pressure and for the pressure load, and these were optimized with the different bio-inspired algorithms (Genetic Algorithm and Chicken Swarm Optimization). Secondly, we tested with a local database of 300 patients and good results were obtained.

It is worth mentioning that this book is an important part of the proposed general model; for this reason, we consider that these modules have a good performance in a particular way, but it is advisable to perform more tests once the general model is completed.

Product Details

Authors:
Patricia MelinJuan Carlos GuzmánGerman Prado-Arechiga
Book Edition:
2021
Book Format:
Paperback
Country of Origin:
NL
Date Published:
28 October 2020
Dimensions:
23.39 x 15.6 x 0.61 cm
ISBN-10:
3030604802
ISBN-13:
9783030604806
Language:
English
Location:
Cham
Pages:
103
Publisher:
Weight:
172.36 gm

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