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New Classification Method Based on Modular Neural Networks with the LVQ Algorith
AU $115.04
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eBay item number:134966103444
Item specifics
- Condition
- ISBN-13
- 9783319737720
- Book Title
- New Classification Method Based on Modular Neural Networks with t
- ISBN
- 9783319737720
- Publication Year
- 2018
- Type
- Textbook
- Format
- Paperback
- Language
- English
- Publication Name
- New Classification Method Based on Modular Neural Networks with the LVQ Algorithm and Type-2 Fuzzy Logic
- Item Height
- 235 mm
- Publisher
- Springer International Publishing Ag
- Subject
- Engineering & Technology, Technology, Computer Science
- Item Weight
- 194 g
- Item Width
- 155 mm
- Number of Pages
- 73 Pages
About this product
Product Information
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 of soil. Both datasets show interesting features that makes them interesting for testing new classification methods.
Product Identifiers
Publisher
Springer International Publishing Ag
ISBN-13
9783319737720
eBay Product ID (ePID)
5046489112
Product Key Features
Number of Pages
73 Pages
Publication Name
New Classification Method Based on Modular Neural Networks with the LVQ Algorithm and Type-2 Fuzzy Logic
Language
English
Subject
Engineering & Technology, Technology, Computer Science
Publication Year
2018
Type
Textbook
Format
Paperback
Dimensions
Item Height
235 mm
Item Weight
194 g
Item Width
155 mm
Additional Product Features
Country/Region of Manufacture
Switzerland
Series Title
Springerbriefs in Computational Intelligence
Item description from the seller
Seller business information
VAT number: AU 82107909133, GB 293967539
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