Language:
English
繁體中文
Help
圖資館首頁
Login
Back
Switch To:
Labeled
|
MARC Mode
|
ISBD
Stochastic optimal transportationsto...
~
Mikami, Toshio.
Stochastic optimal transportationstochastic control with fixed marginals /
Record Type:
Electronic resources : Monograph/item
Title/Author:
Stochastic optimal transportationby Toshio Mikami.
Reminder of title:
stochastic control with fixed marginals /
Author:
Mikami, Toshio.
Published:
Singapore :Springer Singapore :2021.
Description:
xi, 121 p. :ill., digital ;24 cm.
Contained By:
Springer Nature eBook
Subject:
Stochastic processes.
Online resource:
https://doi.org/10.1007/978-981-16-1754-6
ISBN:
9789811617546$q(electronic bk.)
Stochastic optimal transportationstochastic control with fixed marginals /
Mikami, Toshio.
Stochastic optimal transportation
stochastic control with fixed marginals /[electronic resource] :by Toshio Mikami. - Singapore :Springer Singapore :2021. - xi, 121 p. :ill., digital ;24 cm. - SpringerBriefs in mathematics,2191-8198. - SpringerBriefs in mathematics..
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 Schrodinger'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 Schrodinger'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 introduced to 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 Schrodinger'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 Schrodinger's functional equation when the space of Borel probability measures is endowed with a strong or a weak topology, and it is shown that Schrodinger'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.
ISBN: 9789811617546$q(electronic bk.)
Standard No.: 10.1007/978-981-16-1754-6doiSubjects--Topical Terms:
181874
Stochastic processes.
LC Class. No.: QA274 / .M553 2021
Dewey Class. No.: 519.23
Stochastic optimal transportationstochastic control with fixed marginals /
LDR
:03119nmm a2200349 a 4500
001
602502
003
DE-He213
005
20210702072724.0
006
m d
007
cr nn 008maaau
008
211112s2021 si s 0 eng d
020
$a
9789811617546$q(electronic bk.)
020
$a
9789811617539$q(paper)
024
7
$a
10.1007/978-981-16-1754-6
$2
doi
035
$a
978-981-16-1754-6
040
$a
GP
$c
GP
041
0
$a
eng
050
4
$a
QA274
$b
.M553 2021
072
7
$a
PBT
$2
bicssc
072
7
$a
MAT029000
$2
bisacsh
072
7
$a
PBT
$2
thema
072
7
$a
PBWL
$2
thema
082
0 4
$a
519.23
$2
23
090
$a
QA274
$b
.M636 2021
100
1
$a
Mikami, Toshio.
$3
898214
245
1 0
$a
Stochastic optimal transportation
$h
[electronic resource] :
$b
stochastic control with fixed marginals /
$c
by Toshio Mikami.
260
$a
Singapore :
$b
Springer Singapore :
$b
Imprint: Springer,
$c
2021.
300
$a
xi, 121 p. :
$b
ill., digital ;
$c
24 cm.
490
1
$a
SpringerBriefs in mathematics,
$x
2191-8198
505
0
$a
Chapter 1. Introduction -- Chapter 2. Stochastic optimal transportation problem -- Chapter 3. Marginal problem.
520
$a
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 Schrodinger'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 Schrodinger'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 introduced to 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 Schrodinger'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 Schrodinger's functional equation when the space of Borel probability measures is endowed with a strong or a weak topology, and it is shown that Schrodinger'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.
650
0
$a
Stochastic processes.
$3
181874
650
0
$a
Transportation
$x
Statistical methods.
$3
220110
650
1 4
$a
Probability Theory and Stochastic Processes.
$3
274061
650
2 4
$a
Differential Geometry.
$3
273785
650
2 4
$a
Analysis.
$3
273775
650
2 4
$a
Functional Analysis.
$3
274845
650
2 4
$a
Measure and Integration.
$3
273777
710
2
$a
SpringerLink (Online service)
$3
273601
773
0
$t
Springer Nature eBook
830
0
$a
SpringerBriefs in mathematics.
$3
558795
856
4 0
$u
https://doi.org/10.1007/978-981-16-1754-6
950
$a
Mathematics and Statistics (SpringerNature-11649)
based on 0 review(s)
ALL
電子館藏
Items
1 records • Pages 1 •
1
Inventory Number
Location Name
Item Class
Material type
Call number
Usage Class
Loan Status
No. of reservations
Opac note
Attachments
000000200152
電子館藏
1圖書
電子書
EB QA274 .M636 2021 2021
一般使用(Normal)
On shelf
0
1 records • Pages 1 •
1
Multimedia
Multimedia file
https://doi.org/10.1007/978-981-16-1754-6
Reviews
Add a review
and share your thoughts with other readers
Export
pickup library
Processing
...
Change password
Login