Bookcover of Development of a Self-Learning Approach
Booktitle:

Development of a Self-Learning Approach

Applied to Pattern Recognition and Fuzzy Control

Südwestdeutscher Verlag für Hochschulschriften (2013-08-19 )

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ISBN-13:

978-3-8381-3715-5

ISBN-10:
3838137159
EAN:
9783838137155
Book language:
English
Blurb/Shorttext:
Systems based on fuzzy rules are widely used in the development of control, pattern recognition and machine intelligence systems. The structure of the fuzzy rule base is the most influential factor for the performance of fuzzy rule-based systems. This structure is defined by the number of fuzzy partitions and the formation relations used. The number and structure of the fuzzy partitions have to be defined during the design process. Thus, a large number of rules have to be generated. To avoid large computational costs, a reduction process is required. Current procedures for the design of fuzzy-based systems often do not take into account the signal or data specifications for the system considered. In the present study, a new approach for building a fuzzy rule-based system is developed. In this approach, design of the fuzzy rule base is based on the statistical properties of the data considered. A new framework is developed for automated and improved generation of fuzzy-based rules for identification and classification processes. Different benchmark data, comparative approaches, practical application , and hypothesis techniques are used to evaluate the effectiveness of this approach.
Publishing house:
Südwestdeutscher Verlag für Hochschulschriften
Website:
https://www.svh-verlag.de
By (author) :
Hammoud Aljoumaa
Number of pages:
100
Published on:
2013-08-19
Stock:
Available
Category:
Other
Price:
53.90 €
Keywords:
Data Mining, pattern recognition, Fuzzy System, artificial intelligence system

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