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Path coupling and aggregate path coupling
- 作者: Kovchegov, Yevgeniy, author.
- 其他作者:
- 其他題名:
- SpringerBriefs in probability and mathematical statistics.
- 出版: Cham : Springer International Publishing :Imprint: Springer
- 叢書名: SpringerBriefs in probability and mathematical statistics,
- 主題: Path analysis (Statistics) , Mathematics. , Probability Theory and Stochastic Processes.
- ISBN: 9783319770192 (electronic bk.) 、 9783319770185 (paper)
- FIND@SFXID: CGU
- 資料類型: 電子書
- 內容註: Preface -- Coupling, Path Coupling, and Mixing Times -- Statistical Mechanical Models and Glauber Dynamics -- Large Deviations and Equilibrium Macrostate Phase Transitions -- Path Coupling for Curie-Weiss Model -- Aggregate Path Coupling: One Dimensional Theory -- Aggregate Path Coupling: Higher Dimensional Theory -- Aggregate Path Coupling: Beyond Kn.
- 摘要註: This book describes and characterizes an extension to the classical path coupling method applied to statistical mechanical models, referred to as aggregate path coupling. In conjunction with large deviations estimates, the aggregate path coupling method is used to prove rapid mixing of Glauber dynamics for a large class of statistical mechanical models, including models that exhibit discontinuous phase transitions which have traditionally been more difficult to analyze rigorously. The book shows how the parameter regions for rapid mixing for several classes of statistical mechanical models are derived using the aggregate path coupling method.
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讀者標籤:
- 系統號: 005427312 | 機讀編目格式
館藏資訊
This book describes and characterizes an extension to the classical path coupling method applied to statistical mechanical models, referred to as aggregate path coupling. In conjunction with large deviations estimates, the aggregate path coupling method is used to prove rapid mixing of Glauber dynamics for a large class of statistical mechanical models, including models that exhibit discontinuous phase transitions which have traditionally been more difficult to analyze rigorously. The book shows how the parameter regions for rapid mixing for several classes of statistical mechanical models are derived using the aggregate path coupling method.
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Google Book
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