Granular Computing and Intelligent Systems

Granular Computing and Intelligent Systems
Author :
Publisher : Springer Science & Business Media
Total Pages : 308
Release :
ISBN-10 : 9783642198205
ISBN-13 : 3642198201
Rating : 4/5 (05 Downloads)

Book Synopsis Granular Computing and Intelligent Systems by : Witold Pedrycz

Download or read book Granular Computing and Intelligent Systems written by Witold Pedrycz and published by Springer Science & Business Media. This book was released on 2011-04-28 with total page 308 pages. Available in PDF, EPUB and Kindle. Book excerpt: Information granules are fundamental conceptual entities facilitating perception of complex phenomena and contributing to the enhancement of human centricity in intelligent systems. The formal frameworks of information granules and information granulation comprise fuzzy sets, interval analysis, probability, rough sets, and shadowed sets, to name only a few representatives. Among current developments of Granular Computing, interesting options concern information granules of higher order and of higher type. The higher order information granularity is concerned with an effective formation of information granules over the space being originally constructed by information granules of lower order. This construct is directly associated with the concept of hierarchy of systems composed of successive processing layers characterized by the increasing levels of abstraction. This idea of layered, hierarchical realization of models of complex systems has gained a significant level of visibility in fuzzy modeling with the well-established concept of hierarchical fuzzy models where one strives to achieve a sound tradeoff between accuracy and a level of detail captured by the model and its level of interpretability. Higher type information granules emerge when the information granules themselves cannot be fully characterized in a purely numerical fashion but instead it becomes convenient to exploit their realization in the form of other types of information granules such as type-2 fuzzy sets, interval-valued fuzzy sets, or probabilistic fuzzy sets. Higher order and higher type of information granules constitute the focus of the studies on Granular Computing presented in this study. The book elaborates on sound methodologies of Granular Computing, algorithmic pursuits and an array of diverse applications and case studies in environmental studies, option price forecasting, and power engineering.


Granular Computing and Intelligent Systems Related Books

Granular Computing and Intelligent Systems
Language: en
Pages: 308
Authors: Witold Pedrycz
Categories: Technology & Engineering
Type: BOOK - Published: 2011-04-28 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

Information granules are fundamental conceptual entities facilitating perception of complex phenomena and contributing to the enhancement of human centricity in
Granular Computing
Language: en
Pages: 295
Authors: Witold Pedrycz
Categories: Computers
Type: BOOK - Published: 2018-09-03 - Publisher: CRC Press

DOWNLOAD EBOOK

Information granules, as encountered in natural language, are implicit in nature. To make them fully operational so they can be effectively used to analyze and
Interpretable Artificial Intelligence: A Perspective of Granular Computing
Language: en
Pages: 430
Authors: Witold Pedrycz
Categories: Technology & Engineering
Type: BOOK - Published: 2021-03-26 - Publisher: Springer Nature

DOWNLOAD EBOOK

This book offers a comprehensive treatise on the recent pursuits of Artificial Intelligence (AI) – Explainable Artificial Intelligence (XAI) by casting the cr
Handbook of Granular Computing
Language: en
Pages: 1148
Authors: Witold Pedrycz
Categories: Technology & Engineering
Type: BOOK - Published: 2008-07-31 - Publisher: John Wiley & Sons

DOWNLOAD EBOOK

Although the notion is a relatively recent one, the notions and principles of Granular Computing (GrC) have appeared in a different guise in many related fields
Granular Computing
Language: en
Pages: 410
Authors: Witold Pedrycz
Categories: Computers
Type: BOOK - Published: 2001-06-06 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

Granular Computing is concerned with constructing and processing carried out at the level of information granules. Using information granules, we comprehend the