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Complex Systems, Volume 85 - Lecture Notes of the Les Houches Summer School 2006 (Hardcover, 70th edition): Jean-Philippe... Complex Systems, Volume 85 - Lecture Notes of the Les Houches Summer School 2006 (Hardcover, 70th edition)
Jean-Philippe Bouchaud, Marc Mezard, Jean Dalibard
R1,918 Discovery Miles 19 180 Ships in 12 - 17 working days

There has been recently some interdisciplinary convergence on a number of precise topics which can be considered as prototypes of complex systems. This convergence is best appreciated at the level of the techniques needed to deal with these systems, which include:
1) A domain of research around a multiple point where statistical physics, information theory, algorithmic computer science, and more theoretical (probabilistic) computer science meet: this covers some aspects of error correcting codes, stochastic optimization algorithms, typical case complexity and phase transitions, constraint satisfaction problems.
2) The study of collective behavior of interacting agents, its impact on understanding some types of economical and financial problems, their link to population and epidemics dynamics, game theory, social, biological and computer networks and evolution.
The present book is the written version of the lectures given during the Les Houches summer school session on "Complex Systems," devoted to these emerging interdisciplinary fields. The lectures consist both in a number of long methodological courses (probability theory, statistical physics of disordered systems, information theory, network structure and evolution, agent-based economics and numerical methods) and more specific, 'problem oriented' courses. Lecturers are all leading experts in their field; they have summarized recent results in a clear and authoritative manner. The "Les Houches lecture notes" have a long tradition of excellence and are often found to be useful for a number of years after they were written.
The book is of interest to students and researchers with various backgrounds: probability theory, computer science, information theory, physics, finance, biology, etc.
.Topical and comprehensive survey of the emerging, interdisciplinary field of "Complex Systems," covered by recognized world experts
."Les Houches lectures notes": a long tradition of excellence and long-lasting impact
.Of interest to a broad audience (mathematics, physics, biology, informatics, finance, geology, etc.)
.Some applications may have concrete impact
.Selected topics in complex systems: forefront of research in the field"

Information, Physics, and Computation (Hardcover): Marc Mezard, Andrea Montanari Information, Physics, and Computation (Hardcover)
Marc Mezard, Andrea Montanari
R2,478 Discovery Miles 24 780 Ships in 9 - 15 working days

This book presents a unified approach to a rich and rapidly evolving research domain at the interface between statistical physics, theoretical computer science/discrete mathematics, and coding/information theory. It is accessible to graduate students and researchers without a specific training in any of these fields. The selected topics include spin glasses, error correcting codes, satisfiability, and are central to each field. The approach focuses on large random instances and adopts a common probabilistic formulation in terms of graphical models. It presents message passing algorithms like belief propagation and survey propagation, and their use in decoding and constraint satisfaction solving. It also explains analysis techniques like density evolution and the cavity method, and uses them to study phase transitions.

Spin Glass Theory And Beyond: An Introduction To The Replica Method And Its Applications (Paperback): Marc Mezard, Giorgio... Spin Glass Theory And Beyond: An Introduction To The Replica Method And Its Applications (Paperback)
Marc Mezard, Giorgio Parisi, Miguel Angel Virasoro
R1,558 Discovery Miles 15 580 Ships in 10 - 15 working days

This book contains a detailed and self-contained presentation of the replica theory of infinite range spin glasses. The authors also explain recent theoretical developments, paying particular attention to new applications in the study of optimization theory and neural networks. About two-thirds of the book are a collection of the most interesting and pedagogical articles on the subject.

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