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Image of Neuro Fuzzy Hybrid Models for Classification in Medical Diagnosis

Electronic Resource

Neuro Fuzzy Hybrid Models for Classification in Medical Diagnosis

Melin, Patricia - Personal Name; Guzmán,Juan Carlos - Personal Name; Prado-Arechiga, German - Personal Name;

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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.


Availability
Inventory Code Barcode Call Number Location Status
1908000821EB0001401610.285 63 Mel nCentral Library (OPAC)Available
Detail Information
Series Title
SpringerBriefs in Applied Sciences and Technology
Call Number
610.285 63 Mel n
Publisher
Switzerland : Springer Cham., 2020
Collation
ix, 103p.:Ill
Language
English
ISBN/ISSN
978-3-030-60481-3
Classification
610.285 63
Content Type
Ebook
Media Type
-
Carrier Type
online resource
Edition
1
Subject(s)
Artificial intelligence--Medical applications
Specific Detail Info
-
Statement of Responsibility
BRF
Other version/related

No other version available

File Attachment
  • Neuro Fuzzy Hybrid Models for Classification in Medical Diagnosis
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