Unified Computational Intelligence for Complex Systems

Unified Computational Intelligence for Complex Systems
Author :
Publisher : Springer Science & Business Media
Total Pages : 123
Release :
ISBN-10 : 9783642031809
ISBN-13 : 3642031803
Rating : 4/5 (09 Downloads)

Book Synopsis Unified Computational Intelligence for Complex Systems by : John Seiffertt

Download or read book Unified Computational Intelligence for Complex Systems written by John Seiffertt and published by Springer Science & Business Media. This book was released on 2010-07-15 with total page 123 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computational intelligence encompasses a wide variety of techniques that allow computation to learn, to adapt, and to seek. That is, they may be designed to learn information without explicit programming regarding the nature of the content to be retained, they may be imbued with the functionality to adapt to maintain their course within a complex and unpredictably changing environment, and they may help us seek out truths about our own dynamics and lives through their inclusion in complex system modeling. These capabilities place our ability to compute in a category apart from our ability to erect suspension bridges, although both are products of technological advancement and reflect an increased understanding of our world. In this book, we show how to unify aspects of learning and adaptation within the computational intelligence framework. While a number of algorithms exist that fall under the umbrella of computational intelligence, with new ones added every year, all of them focus on the capabilities of learning, adapting, and helping us seek. So, the term unified computational intelligence relates not to the individual algorithms but to the underlying goals driving them. This book focuses on the computational intelligence areas of neural networks and dynamic programming, showing how to unify aspects of these areas to create new, more powerful, computational intelligence architectures to apply to new problem domains.


Unified Computational Intelligence for Complex Systems Related Books

Unified Computational Intelligence for Complex Systems
Language: en
Pages: 123
Authors: John Seiffertt
Categories: Computers
Type: BOOK - Published: 2010-07-15 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

Computational intelligence encompasses a wide variety of techniques that allow computation to learn, to adapt, and to seek. That is, they may be designed to lea
Computational Intelligence in Optimization
Language: en
Pages: 424
Authors: Yoel Tenne
Categories: Technology & Engineering
Type: BOOK - Published: 2010-06-30 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

This collection of recent studies spans a range of computational intelligence applications, emphasizing their application to challenging real-world problems. Co
Reinforcement Learning
Language: en
Pages: 653
Authors: Marco Wiering
Categories: Technology & Engineering
Type: BOOK - Published: 2012-03-05 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

Reinforcement learning encompasses both a science of adaptive behavior of rational beings in uncertain environments and a computational methodology for finding
Unified Computational Intelligence for Complex Systems
Language: en
Pages: 150
Authors: John Seiffertt
Categories: Computers
Type: BOOK - Published: 2010-07-01 - Publisher: Springer

DOWNLOAD EBOOK

Computational intelligence encompasses a wide variety of techniques that allow computation to learn, to adapt, and to seek. That is, they may be designed to lea
Handbook of Swarm Intelligence
Language: en
Pages: 538
Authors: Bijaya Ketan Panigrahi
Categories: Technology & Engineering
Type: BOOK - Published: 2011-02-04 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

From nature, we observe swarming behavior in the form of ant colonies, bird flocking, animal herding, honey bees, swarming of bacteria, and many more. It is onl