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Stochastic Optimal Transportation : Stochastic Control with Fixed Marginals / by Toshio Mikami
(SpringerBriefs in Mathematics. ISSN:21918201)

1st ed. 2021.
出版者 (Singapore : Springer Nature Singapore : Imprint: Springer)
出版年 2021
本文言語 英語
大きさ XI, 121 p. 15 illus : online resource
著者標目 *Mikami, Toshio author
SpringerLink (Online service)
件 名 LCSH:Probabilities
LCSH:Geometry, Differential
LCSH:Differential equations
LCSH:Functional analysis
LCSH:Measure theory
FREE:Probability Theory
FREE:Differential Geometry
FREE:Differential Equations
FREE:Functional Analysis
FREE:Measure and Integration
一般注記 Chapter 1. Introduction -- Chapter 2. Stochastic optimal transportation problem -- Chapter 3. Marginal problem
In this book, the optimal transportation problem (OT) is described as a variational problem for absolutely continuous stochastic processes with fixed initial and terminal distributions. Also described is Schrödinger’s problem, which is originally a variational problem for one-step random walks with fixed initial and terminal distributions. The stochastic optimal transportation problem (SOT) is then introduced as a generalization of the OT, i.e., as a variational problem for semimartingales with fixed initial and terminal distributions. An interpretation of the SOT is also stated as a generalization of Schrödinger’s problem. After the brief introduction above, the fundamental results on the SOT are described: duality theorem, a sufficient condition for the problem to be finite, forward–backward stochastic differential equations (SDE) for the minimizer, and so on. The recent development of the superposition principle plays a crucial role in the SOT. A systematic method is introducedto consider two problems: one with fixed initial and terminal distributions and one with fixed marginal distributions for all times. By the zero-noise limit of the SOT, the probabilistic proofs to Monge’s problem with a quadratic cost and the duality theorem for the OT are described. Also described are the Lipschitz continuity and the semiconcavity of Schrödinger’s problem in marginal distributions and random variables with given marginals, respectively. As well, there is an explanation of the regularity result for the solution to Schrödinger’s functional equation when the space of Borel probability measures is endowed with a strong or a weak topology, and it is shown that Schrödinger’s problem can be considered a class of mean field games. The construction of stochastic processes with given marginals, called the marginal problem for stochastic processes, is discussed as an application of the SOT and the OT
HTTP:URL=https://doi.org/10.1007/978-981-16-1754-6
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分 類 LCC:QA273.A1-274.9
DC23:519.2
書誌ID 4000140902
ISBN 9789811617546

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