Relations between risk-averse models in extended two-stage stochastic optimization
Serdica Mathematical Journal, Tome 49 (2023) no. 1–3, pp. 49-76
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We consider an extended two-stage risk-averse stochastic optimization problems in several formulations. Risk-aversion is reflected by risk constraints in form of stochastic-order relations, which are imposed in a time-consistent manner. The problem is analyzed under convexity assumptions. The main goal of this study is to establishing relations between the extended two-stage problem with stochastic-order constraints on the recourse function on the one hand and the two-stage problems with alternative models of risk such as utility functions, distortions, or coherent measures of risk on the other hand.
Keywords:
stochastic dominance, coherent measures of risk, dual utility, distortions, stochastic programming, 90C15, 90C25, 91B05, 91B16
@article{SMJ2_2023_49_1_3_a3,
author = {Dentcheva, Darinka},
title = {Relations between risk-averse models in extended two-stage stochastic optimization},
journal = {Serdica Mathematical Journal},
pages = {49--76},
publisher = {mathdoc},
volume = {49},
number = {1{\textendash}3},
year = {2023},
language = {en},
url = {http://geodesic.mathdoc.fr/item/SMJ2_2023_49_1_3_a3/}
}
TY - JOUR AU - Dentcheva, Darinka TI - Relations between risk-averse models in extended two-stage stochastic optimization JO - Serdica Mathematical Journal PY - 2023 SP - 49 EP - 76 VL - 49 IS - 1–3 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/SMJ2_2023_49_1_3_a3/ LA - en ID - SMJ2_2023_49_1_3_a3 ER -
Dentcheva, Darinka. Relations between risk-averse models in extended two-stage stochastic optimization. Serdica Mathematical Journal, Tome 49 (2023) no. 1–3, pp. 49-76. http://geodesic.mathdoc.fr/item/SMJ2_2023_49_1_3_a3/