Interacting Multiagent Systems

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Interacting Multiagent Systems

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Opis: Interacting Multiagent Systems - Giuseppe Toscani, Lorenzo Pareschi

The description of emerging collective phenomena and self-organization in systems composed of large numbers of individuals has gained increasing interest from various research communities in biology, ecology, robotics and control theory, as well as sociology and economics. Applied mathematics is concerned with the construction, analysis and interpretation of mathematical models that can shed light on significant problems of the natural sciences as well as our daily lives. To this set of problems belongs the description of the collective behaviours of complex systems composed by a large enough number of individuals. Examples of such systems are interacting agents in a financial market, potential voters during political elections, or groups of animals with a tendency to flock or herd. Among other possible approaches, this book provides a step-by-step introduction to the mathematical modelling based on a mesoscopic description and the construction of efficient simulation algorithms by Monte Carlo methods. The arguments of the book cover various applications, from the analysis of wealth distributions, the formation of opinions and choices, the price dynamics in a financial market, to the description of cell mutations and the swarming of birds and fishes. By means of methods inspired by the kinetic theory of rarefied gases, a robust approach to mathematical modelling and numerical simulation of multi-agent systems is presented in detail. The content is a useful reference text for applied mathematicians, physicists, biologists and economists who want to learn about modelling and approximation of such challenging phenomena. "The area of research on complex, multi-agent systems has gained a lot of momentum recently, and is expanding rapidly. This self-contained book opens the door to this novel field for interested graduate students and researchers. It is based on a solid mathematical foundation and takes its reader on an exciting journey, from the early ideas of Boltzmann and Maxwell to the forefront of today's research." --Bertram During, University of SussexPART I: KINETIC MODELLING AND SIMULATION ; 1. A short introduction to kinetic equations ; 2. Mathematical tools ; 3. Monte Carlo strategies ; 4. Monte Carlo methods for kinetic equations ; PART II: MULTIAGENT KINETIC EQUATIONS ; 5. Models for wealth distribution ; 6. Opinion modelling and consensus formation ; 7. A further insight into economy and social sciences ; 8. Modelling in life sciences ; Appendix A: Basic arguments on Fourier transforms ; Appendix B: Important probability distributions


Szczegóły: Interacting Multiagent Systems - Giuseppe Toscani, Lorenzo Pareschi

Tytuł: Interacting Multiagent Systems
Autor: Giuseppe Toscani, Lorenzo Pareschi
Producent: Oxford University Press
ISBN: 9780199655465
Rok produkcji: 2013
Ilość stron: 400
Oprawa: Twarda
Waga: 0.92 kg


Recenzje: Interacting Multiagent Systems - Giuseppe Toscani, Lorenzo Pareschi

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