Invariant Markov Processes Under Lie Group Actions

Beschreibung

The purpose of this monograph is to provide a theory of Markov processes that are invariant under the actions of Lie groups, focusing on ways to represent such processes in the spirit of the classical Lévy-Khinchin representation. It interweaves probability theory, topology, and global analysis on manifolds to present the most recent results in a developing area of stochastic analysis.  The author’s discussion is structured with three different levels of generality:— A Markov process in a Lie group G that is invariant under the left (or right) translations— A Markov process xt in a manifold X that is invariant under the transitive action of a Lie group G on X— A Markov process xt invariant under the non-transitive action of a Lie group GA large portion of the text is devoted to the representation of inhomogeneous Lévy processes in Lie groups and homogeneous spaces by a time dependent triple through a martingale property.  Preliminary definitions and results in both stochastics and Lie groups are provided in a series of appendices, making the book accessible to those who may be non-specialists in either of these areas.
Invariant Markov Processes Under Lie Group Actions will be of interest to researchers in stochastic analysis and probability theory, and will also appeal to experts in Lie groups, differential geometry, and related topics interested in applications of their own subjects.

The purpose of this monograph is to provide a theory of Markov processes that are invariant under the actions of Lie groups, focusing on ways to represent such processes in the spirit of the classical Lévy-Khinchin representation. It interweaves probability theory, topology, and global analysis on manifolds to present the most recent results in a developing area of stochastic analysis.  The author’s discussion is structured with three different levels of generality:— A Markov process in a Lie group G that is invariant under the left (or right) translations— A Markov process xt in a manifold X that is invariant under the transitive action of a Lie group G on X— A Markov process xt invariant under the non-transitive action of a Lie group GA large portion of the text is devoted to the representation of inhomogeneous Lévy processes in Lie groups and homogeneous spaces by a time dependent triple through a martingale property.  Preliminary definitions and results in both stochastics and Lie groups are provided in a series of appendices, making the book accessible to those who may be non-specialists in either of these areas.
Invariant Markov Processes Under Lie Group Actions will be of interest to researchers in stochastic analysis and probability theory, and will also appeal to experts in Lie groups, differential geometry, and related topics interested in applications of their own subjects.

Author is an internationally recognized leader in the study of jump processes in stochastic differential geometry Presents new research involving the interaction of several mathematical areas, such as stochastic analysis, differential geometry, Lie groups, measure theory, and harmonic analysis Explores an intersection of probability theory and Lie group theory with potential for many future applications

Autor*in

Ming Liao

Themen in »Invariant Markov Processes Under Lie Group Actions«

Lévy processes Lie groups homogeneous spaces Lévy-Khinchin formula martingale representation stochastic differential geometry

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“The author … has published this text for readers who have advanced knowledge of Lie groups, actions of Lie groups (a central theme in mathematics and statistics) and homogeneous spaces, stochastic processes, stochastic integrals, stochastic differential equations, diffusion processes, martingales, and Poisson measures, covered briefly in the appendices. … the author describes many avenues for further research.” (Nirode C. Mohanty, zbMATH 1460.60001, 2021)

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