Abstract
We introduce the concept of a risk form, which is a real functional of two arguments: a measurable function on a Polish space and a measure on that space. We generalize the duality theory and the Kusuoka representation to this setting. For a risk form acting on a product of Polish spaces, we define marginal and conditional forms and we prove a disintegration formula, which represents a risk form as a composition of its marginal and conditional forms. We apply the proposed approach to two-stage stochastic programming problems with partial information and decision-dependent observation distribution.
| Original language | English |
|---|---|
| Pages (from-to) | 297-317 |
| Number of pages | 21 |
| Journal | Mathematical Programming |
| Volume | 181 |
| Issue number | 2 |
| DOIs | |
| State | Published - 1 Jun 2020 |
Keywords
- Kusuoka representation
- Partially observable systems
- Risk decomposition
- Risk measures
- Two-stage stochastic programming
Fingerprint
Dive into the research topics of 'Risk forms: representation, disintegration, and application to partially observable two-stage systems'. Together they form a unique fingerprint.Cite this
- APA
- Author
- BIBTEX
- Harvard
- Standard
- RIS
- Vancouver