TY - JOUR
T1 - Risk forms
T2 - representation, disintegration, and application to partially observable two-stage systems
AU - Dentcheva, Darinka
AU - Ruszczyński, Andrzej
N1 - Publisher Copyright:
© 2019, Springer-Verlag GmbH Germany, part of Springer Nature and Mathematical Optimization Society.
PY - 2020/6/1
Y1 - 2020/6/1
N2 - 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.
AB - 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.
KW - Kusuoka representation
KW - Partially observable systems
KW - Risk decomposition
KW - Risk measures
KW - Two-stage stochastic programming
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U2 - 10.1007/s10107-019-01376-1
DO - 10.1007/s10107-019-01376-1
M3 - Article
AN - SCOPUS:85061702766
SN - 0025-5610
VL - 181
SP - 297
EP - 317
JO - Mathematical Programming
JF - Mathematical Programming
IS - 2
ER -