Risk forms: representation, disintegration, and application to partially observable two-stage systems

Darinka Dentcheva, Andrzej Ruszczyński

Research output: Contribution to journalArticlepeer-review

7 Scopus citations

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 languageEnglish
Pages (from-to)297-317
Number of pages21
JournalMathematical Programming
Volume181
Issue number2
DOIs
StatePublished - 1 Jun 2020

Keywords

  • Kusuoka representation
  • Partially observable systems
  • Risk decomposition
  • Risk measures
  • Two-stage stochastic programming

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