Type-2 Fuzzy Granular Models

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Beschreibung

In this book, a series of granular algorithms are proposed. A nature inspired granular algorithm based on Newtonian gravitational forces is proposed. A series of methods for the formation of higher-type information granules represented by Interval Type-2 Fuzzy Sets are also shown, via multiple approaches, such as Coefficient of Variation, principle of justifiable granularity, uncertainty-based information concept, and numerical evidence based. And a fuzzy granular application comparison is given as to demonstrate the differences in how uncertainty affects the performance of fuzzy information granules.



o date on current research trends on Granular Computing

Analyzes the general properties of some core concepts of Granular Computing, such as the information granulation, the principle of justifiable granularity, and higher-type information granule formation

All information granules are represented via Fuzzy Sets and all proposed approaches derivate of hybrid intelligent algorithms, such that they automate the modeling from raw data to final fuzzy granular model

Several contributions to the area of Granular Computing are presented: a nature inspired granulating algorithm, various techniques for forming higher-type information granules, and an application comparison of various types of information granules

Reference for engineers who wish to dwell into applications of more complex algorithms inspired by Granular Computing, for aspiring graduate students who desire to better understand how information granules can be formed, and for scientists who want to keep up t



Inhalt
Introduction.- Background and Theory.- Advances in Granular Computing.- Conclusions.

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Produktinformationen

Titel
Type-2 Fuzzy Granular Models
Autor
EAN
9783319412870
ISBN
978-3-319-41287-0
Format
Kartonierter Einband
Herausgeber
Springer, Berlin
Genre
Informatik
Anzahl Seiten
93
Gewicht
g
Größe
H7mm x B235mm x T177mm
Jahr
2016
Untertitel
Englisch
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