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A Course in Stochastic Game Theory: London Mathematical Society Student Texts, cartea 103

Autor Eilon Solan
en Limba Engleză Paperback – 25 mai 2022
Stochastic games have an element of chance: the state of the next round is determined probabilistically depending upon players' actions and the current state. Successful players need to balance the need for short-term payoffs while ensuring future opportunities remain high. The various techniques needed to analyze these often highly non-trivial games are a showcase of attractive mathematics, including methods from probability, differential equations, algebra, and combinatorics. This book presents a course on the theory of stochastic games going from the basics through to topics of modern research, focusing on conceptual clarity over complete generality. Each of its chapters introduces a new mathematical tool – including contracting mappings, semi-algebraic sets, infinite orbits, and Ramsey's theorem, among others – before discussing the game-theoretic results they can be used to obtain. The author assumes no more than a basic undergraduate curriculum and illustrates the theory with numerous examples and exercises, with solutions available online.
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Specificații

ISBN-13: 9781009014793
ISBN-10: 100901479X
Pagini: 275
Dimensiuni: 151 x 228 x 16 mm
Greutate: 0.41 kg
Ediția:Nouă
Editura: Cambridge University Press
Colecția Cambridge University Press
Seria London Mathematical Society Student Texts

Locul publicării:Cambridge, United Kingdom

Cuprins

Introduction; 1. Markov decision problems; 2. A Tauberian theorem and uniform ε-optimality in hidden Markov decision problems; 3. Strategic-form games – a review; 4. Stochastic games – the model; 5. Two-player zero-sum discounted games; 6. Semi-algebraic sets and the limit of the discounted value; 7. B-Graphs and the continuity of the limit $\lim_{\lambda \to 0} v_\lambda(s;q,r)$; 8. Kakutani's fixed-point theorem and multi-player discounted stochastic games; 9. Uniform equilibrium; 10. The vanishing discount factor approach and uniform equilibrium in absorbing games; 11. Ramsey's theorem and two-player deterministic stopping games; 12. Infinite orbits and quitting games; 13. Linear complementarity problems and quitting games; References; Index.

Notă biografică


Descriere

This book for beginning graduate students presents a course on stochastic games and the mathematical methods used in their analysis.