Statistical Physics and Computational Methods for Evolutionary Game Theory: SpringerBriefs in Complexity
Autor Marco Alberto Javaroneen Limba Engleză Paperback – 22 ian 2018
Since EGT models belong to the area of complex systems, statistical physics constitutes a fundamental ingredient for investigating their behavior. At the same time, the complexity of some EGT models, such as those realized by means of agent-based methods, often require the implementation of numerical simulations. Therefore, beyond providing an introduction to EGT, this book gives a brief overview of the main statistical physics tools (such as phase transitions and the Ising model) and computational strategies for simulating evolutionary games (such as Monte Carlo algorithms on lattices). This book will appeal to students and researchers in this burgeoning field of complex systems.
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Specificații
ISBN-13: 9783319702049
ISBN-10: 3319702041
Pagini: 115
Ilustrații: IX, 74 p. 27 illus., 25 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.13 kg
Ediția:1st ed. 2018
Editura: Springer International Publishing
Colecția Springer
Seria SpringerBriefs in Complexity
Locul publicării:Cham, Switzerland
ISBN-10: 3319702041
Pagini: 115
Ilustrații: IX, 74 p. 27 illus., 25 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.13 kg
Ediția:1st ed. 2018
Editura: Springer International Publishing
Colecția Springer
Seria SpringerBriefs in Complexity
Locul publicării:Cham, Switzerland
Cuprins
Chapter 1. Introduction.- Chapter 2. Modeling Complex Systems.- Chapter 3. Evolutionary Games I: Statistical Physics.- Chapter 4 Evolutionary Games II: Applications.- Chapter 5. Conclusions.
Notă biografică
Marco Alberto Javarone is a researcher in the area of Complex Systems and Statistical Physics, with a keen interest in interdisciplinary applications for Evolutionary Game Theory, Complex Networks, Socio-Economic Systems, and Information Theory. He graduated at Politecnico di Milano (2009), and then received two PhD’s at the University of Cagliari: the former in Computer Engineering (2013), studying Complex Networks and Machine Learning, and the latter in Mathematical Physics (2017), investigating different topics within Statistical Mechanics. He worked as postdoc researcher in Italy, and as an invited researcher in France. Currently, he is a Senior Research Fellow in the School of Computer Science at the University of Hertfordshire.