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Mean Field Games [Pehme köide]

  • Formaat: Paperback / softback, 284 pages, kõrgus x laius: 254x178 mm, kaal: 527 g
  • Sari: Proceedings of Symposia in Applied Mathematics
  • Ilmumisaeg: 28-Feb-2022
  • Kirjastus: American Mathematical Society
  • ISBN-10: 1470455862
  • ISBN-13: 9781470455866
  • Formaat: Paperback / softback, 284 pages, kõrgus x laius: 254x178 mm, kaal: 527 g
  • Sari: Proceedings of Symposia in Applied Mathematics
  • Ilmumisaeg: 28-Feb-2022
  • Kirjastus: American Mathematical Society
  • ISBN-10: 1470455862
  • ISBN-13: 9781470455866
This volume is based on lectures delivered at the 2020 AMS Short Course ""Mean Field Games: Agent Based Models to Nash Equilibria,"" held January 13-14, 2020, in Denver, Colorado.

Mean field game theory offers a robust methodology for studying large systems of interacting rational agents. It has been extraordinarily successful and has continued to develop since its inception. The six chapters that make up this volume provide an overview of the subject, from the foundations of the theory to applications in economics and finance, including computational aspects.

The reader will find a pedagogical introduction to the main ingredients, from the forward-backward mean field game system to the master equation. Also included are two detailed chapters on the connection between finite games and mean field games, with a pedestrian description of the different methods available to solve the convergence problem. The volume concludes with two contributions on applications of mean field games and on existing numerical methods, with an opening to machine learning techniques.
Preface vii
An Overview of the Theory of Mean Field Games 1(2)
Mean field games: A paradigm for individual-mass interactions
3(30)
Roland P. Malhame
Christy Graves
Mean field games and master equation
33(34)
Francois Delarue
Connection with Games with Finitely Many Players
67(2)
The mean field game convergence problem
69(36)
Daniel Lacker
Refined convergence results for interacting diffusions and mean-field games
105(58)
Kavita Ramanan
Applications and Numerical Methods
163(2)
Applications of mean field games in financial engineering and economic theory
165(56)
Rene Carmona
Numerical methods for mean field games and mean field type control
221(62)
Mathieu Lauriere
Index 283
Francois Delarue, Universite Cote d'Azur, Nice, France.