Duality and Optimality Conditions in Stochastic Optimization and Mathematical Finance
Journal of convex analysis, Tome 25 (2018) no. 2, pp. 403-42
This article studies convex duality in stochastic optimization over finite discrete-time. The first part of the paper gives general conditions that yield explicit expressions for the dual objective in many applications in operations research and mathematical finance. The second part derives optimality conditions by combining general saddle-point conditions from convex duality with the dual representations obtained in the first part of the paper. Several applications to stochastic optimization and mathematical finance are given.
Classification :
46A20, 52A41, 90C15, 90C46
Mots-clés : Stochastic optimization, convex duality, optimality conditions
Mots-clés : Stochastic optimization, convex duality, optimality conditions
@article{JCA_2018_25_2_JCA_2018_25_2_a4,
author = {S. Biagini and T. Pennanen and A.-P. Perkki\"o},
title = {Duality and {Optimality} {Conditions} in {Stochastic} {Optimization} and {Mathematical} {Finance}},
journal = {Journal of convex analysis},
pages = {403--42},
year = {2018},
volume = {25},
number = {2},
url = {http://geodesic.mathdoc.fr/item/JCA_2018_25_2_JCA_2018_25_2_a4/}
}
TY - JOUR AU - S. Biagini AU - T. Pennanen AU - A.-P. Perkkiö TI - Duality and Optimality Conditions in Stochastic Optimization and Mathematical Finance JO - Journal of convex analysis PY - 2018 SP - 403 EP - 42 VL - 25 IS - 2 UR - http://geodesic.mathdoc.fr/item/JCA_2018_25_2_JCA_2018_25_2_a4/ ID - JCA_2018_25_2_JCA_2018_25_2_a4 ER -
%0 Journal Article %A S. Biagini %A T. Pennanen %A A.-P. Perkkiö %T Duality and Optimality Conditions in Stochastic Optimization and Mathematical Finance %J Journal of convex analysis %D 2018 %P 403-42 %V 25 %N 2 %U http://geodesic.mathdoc.fr/item/JCA_2018_25_2_JCA_2018_25_2_a4/ %F JCA_2018_25_2_JCA_2018_25_2_a4
S. Biagini; T. Pennanen; A.-P. Perkkiö. Duality and Optimality Conditions in Stochastic Optimization and Mathematical Finance. Journal of convex analysis, Tome 25 (2018) no. 2, pp. 403-42. http://geodesic.mathdoc.fr/item/JCA_2018_25_2_JCA_2018_25_2_a4/