TY - JOUR
T1 - Portfolio optimization with a prescribed terminal wealth distribution
AU - Guo, Ivan
AU - Langrené, Nicolas
AU - Loeper, Grégoire
AU - Ning, Wei
N1 - Publisher Copyright:
© 2021 Informa UK Limited, trading as Taylor & Francis Group.
Copyright:
Copyright 2021 Elsevier B.V., All rights reserved.
PY - 2021/9/16
Y1 - 2021/9/16
N2 - This paper studies a portfolio allocation problem, where the goal is to reach a prescribed wealth distribution at a final time. We study this problem with the tools of optimal mass transport. We provide a dual formulation which is solved with a gradient descent algorithm. This involves solving an associated Hamilton–Jacobi–Bellman and Fokker–Planck equations with a finite difference method. Numerical examples for various prescribed terminal distributions are given, showing that we can successfully reach attainable targets. We then consider adding consumption during the investment process, to take into account distributions that are either not attainable, or sub-optimal.
AB - This paper studies a portfolio allocation problem, where the goal is to reach a prescribed wealth distribution at a final time. We study this problem with the tools of optimal mass transport. We provide a dual formulation which is solved with a gradient descent algorithm. This involves solving an associated Hamilton–Jacobi–Bellman and Fokker–Planck equations with a finite difference method. Numerical examples for various prescribed terminal distributions are given, showing that we can successfully reach attainable targets. We then consider adding consumption during the investment process, to take into account distributions that are either not attainable, or sub-optimal.
KW - Fokker–Planck
KW - HJB
KW - Optimal mass transport
KW - Portfolio allocation
KW - Wealth distribution target
UR - http://www.scopus.com/inward/record.url?scp=85115172222&partnerID=8YFLogxK
U2 - 10.1080/14697688.2021.1967432
DO - 10.1080/14697688.2021.1967432
M3 - Article
AN - SCOPUS:85115172222
SN - 1469-7688
VL - 22
SP - 333
EP - 347
JO - Quantitative Finance
JF - Quantitative Finance
IS - 2
ER -