- Library Home /
- Search Collections /
- Open Collections /
- Browse Collections /
- BIRS Workshop Lecture Videos /
- Thermodynamic formalism, functional inequalities and...
Open Collections
BIRS Workshop Lecture Videos
BIRS Workshop Lecture Videos
Thermodynamic formalism, functional inequalities and model-form UQ for stochastic processes. Rey-Bellet, Luc
Description
How do you ascertain the uncertainty associated with your favorite (ergodic) Markov process Suppose for example you are interested in computing steady-state expectations of some observable for the process. If think of this process as an idealized (or approximate) version of the true, but unknown, process, can we obtain performance guarantees on the steady state expectation for the true system To do this we will investigate what are the good measures of "distance" between stochastic process and we will use (old and) new information and concentration inequalities to obtain such performance guarantees. We will illustrate our result with molecular dynamics models.
Item Metadata
Title |
Thermodynamic formalism, functional inequalities and model-form UQ for stochastic processes.
|
Creator | |
Publisher |
Banff International Research Station for Mathematical Innovation and Discovery
|
Date Issued |
2018-11-15T10:07
|
Description |
How do you ascertain the uncertainty associated with your favorite (ergodic) Markov process Suppose for example you are interested in computing steady-state expectations of some observable for the process. If think of this process as an idealized (or approximate) version of the true, but unknown, process, can we obtain performance guarantees on the steady state expectation for the true system To do this we will investigate what are the good measures of "distance" between stochastic process and we will use (old and) new information and concentration inequalities to obtain such performance guarantees. We will illustrate our result with molecular dynamics models.
|
Extent |
29.0
|
Subject | |
Type | |
File Format |
video/mp4
|
Language |
eng
|
Notes |
Author affiliation: University of Massachussetts
|
Series | |
Date Available |
2019-05-15
|
Provider |
Vancouver : University of British Columbia Library
|
Rights |
Attribution-NonCommercial-NoDerivatives 4.0 International
|
DOI |
10.14288/1.0378722
|
URI | |
Affiliation | |
Peer Review Status |
Unreviewed
|
Scholarly Level |
Faculty
|
Rights URI | |
Aggregated Source Repository |
DSpace
|
Item Media
Item Citations and Data
Rights
Attribution-NonCommercial-NoDerivatives 4.0 International