New Classification Method Based on Modular Neural Networks with the LVQ Algorithm and Type-2 Fuzzy Logic

Name: New Classification Method Based on Modular Neural Networks with the LVQ Algorithm and Type-2 Fuzzy Logic
SKU: 27514846
Price: 153.00 NZD
Availability: InStock

By:

Format:

Paperback / softback

Series:

Springerbriefs in Applied Sciences and Technology

Show Hide Adult Content

$153.00

Available from supplier

Usually ships in 3-4 weeks

0 in Trolley

Price Match

Free Delivery with Primate

Join Now

Free 14 day free trial, cancel anytime.

Buy Now, Pay Later with:

4 payments of $38.25 with Afterpay Learn more

6 weekly interest-free payments of $25.50 with Laybuy Learn more

Availability

Delivering to:

Estimated arrival:

Around 7-19 June using International Courier

Description

In this book a new model for data classification was developed. This new model is based on the competitive neural network Learning Vector Quantization (LVQ) and type-2 fuzzy logic. This computational model consists of the hybridization of the aforementioned techniques, using a fuzzy logic system within the competitive layer of the LVQ network to determine the shortest distance between a centroid and an input vector. This new model is based on a modular LVQ architecture to further improve its performance on complex classification problems. It also implements a data-similarity process for preprocessing the datasets, in order to build dynamic architectures, having the classes with the highest degree of similarity in different modules. Some architectures were developed in order to work mainly with two datasets, an arrhythmia dataset (using ECG signals) for classifying 15 different types of arrhythmias, and a satellite images segments dataset used for classifying six different types ofsoil. Both datasets show interesting features that makes them interesting for testing new classification methods.

Release date NZ

February 15th, 2018

Author

Series

Springerbriefs in Applied Sciences and Technology

Pages

Edition

1st ed. 2018

Audience

Professional & Vocational

Illustrations

12 Illustrations, color; 10 Illustrations, black and white; VIII, 73 p. 22 illus., 12 illus. in color.

ISBN-13

9783319737720

Product ID

27514846

Customer reviews

Nobody has reviewed this product yet. You could be the first!

Write a Review

Marketplace listings

There are no Marketplace listings available for this product currently.
Already own it? Create a free listing and pay just 9% commission when it sells!

Sell Yours Here