McKean-Vlasov Limit in Portfolio Optimization

被引:24
作者
Borkar, V. S. [2 ]
Kumar, K. Suresh [1 ]
机构
[1] Indian Inst Technol, Dept Math, Bombay 400076, Maharashtra, India
[2] Tata Inst Fundamental Res, Sch Technol & Comp Sci, Mumbai 400005, Maharashtra, India
关键词
McKean-Vlasov equation; Nonlinear parabolic equation; Portfolio optimization;
D O I
10.1080/07362994.2010.482836
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This article considers a sector-wise allocation in a portfolio consisting of a very large number of stocks. Their interdependence is captured by the dependence of the drift coefficient of each stock on an averaged effect of the sectors. This leads to a decoupled dynamics in the limit of large numbers, akin to the omean fieldo limit leading to the McKean-Vlasov equation in statistical physics. This gives a more compact description using a time-varying drift characterized in terms of a measure-valued process that satisfies a nonlinear parabolic equation. The classical portfolio optimization problem is then addressed in this framework.
引用
收藏
页码:884 / 906
页数:23
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