
Collectives and the Design of Complex Systems
Springer (Publisher)
Published on 1. November 2012
Book
Paperback/Softback
XI, 323 pages
978-1-4612-6472-9 (ISBN)
Description
Many complex systems found in nature can be viewed as function optimizers. In particular, they can be viewed as such optimizers of functions in extremely high dimensional spaces. Given the difficulty of performing such high-dimensional op timization with modern computers, there has been a lot of exploration of computa tional algorithms that try to emulate those naturally-occurring function optimizers. Examples include simulated annealing (SA [15,18]), genetic algorithms (GAs) and evolutionary computation [2,3,9,11,20-22,24,28]. The ultimate goal of this work is an algorithm that can, for any provided high-dimensional function, come close to extremizing that function. Particularly desirable would be such an algorithm that works in an adaptive and robust manner, without any explicit knowledge of the form of the function being optimized. In particular, such an algorithm could be used for distributed adaptive control---one of the most important tasks engineers will face in the future, when the systems they design will be massively distributed and horribly messy congeries ofcomputational systems.
Reviews / Votes
From the reviews:
"From the cybernetics point of view complex systems embrace a great number of disciplines . . this text is concerned with a computer-science viewpoint and addresses issues in the design of complex systems. It is presented as a collection of chapters which although independent make up a readable whole. The book is highly recommended by several writers and reviewers." (C.J.H. Mann, Kybernetes: The International Journal of Systems & Cybernetics, (34) 5, 2005)
More details
Edition
Softcover reprint of the original 1st ed. 2004
Language
English
Place of publication
New York
United States
Target group
Professional and scholarly
Research
Illustrations
XI, 323 p.
Dimensions
Height: 235 mm
Width: 155 mm
Thickness: 19 mm
Weight
517 gr
ISBN-13
978-1-4612-6472-9 (9781461264729)
DOI
10.1007/978-1-4419-8909-3
Schweitzer Classification
Other editions
Additional editions

Kagan Tumer | David Wolpert
Collectives and the Design of Complex Systems
Book
06/2004
1st Edition
Springer
€85.55
Article exhausted; check different version
Content
1. A Survey of Collectives.- 2. Theory of Collective Intelligence.- 3. On Learnable Mechanism Design.- 4. Asynchronous Learning in Decentralized Environments: A Game-Theoretic Approach.- 5. Competition between Adaptive Agents: Learning and Collective Efficiency.- 6. Managing Catastrophic Changes in a Collective.- 7. Effects of Interagent Communications on the Collective.- 8. Man and Superman: Human Limitations, Innovation, and Emergence in Resource Competition.- 9. Design Principles for the Distributed Control of Modular Self-Reconfigurable Robots.- 10. Two Paradigms for the Design of Artificial Collectives.- 11. Efficiency and Equity in Collective Systems of Interacting Heterogeneous Agents.- 12. Selection in Coevolutionary Algorithms and the Inverse Problem.- 13. Dynamics of Large Autonomous Computational Systems.- About the Editors.