Financial planning via multi-stage stochastic optimization

被引:54
|
作者
Mulvey, JM
Shetty, B
机构
[1] Texas A&M Univ, Dept Informat & Operat Management, College Stn, TX 77843 USA
[2] Princeton Univ, Dept Operat Res & Financial Engn, Princeton, NJ 08544 USA
基金
美国国家科学基金会;
关键词
financial optimization; stochastic programming; nonlinear programming;
D O I
10.1016/S0305-0548(02)00141-7
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper describes a framework for modeling significant financial planning problems based on multi-stage optimization under uncertainty. Applications include risk management for institutions, banks, government entities, pension plans, and insurance companies. The approach also applies to individual investors who are interested in integrating investment choices with savings and borrowing strategies. A dynamic discrete-time structure addresses realistic financial issues. The resulting stochastic program is enormous by current computer standards, but it possesses a special structure that lends itself to parallel and distributed optimization algorithms. Interior-point methods are particularly attractive. Solving these stochastic programs presents a major challenge for the computational operations research and computer science community.
引用
收藏
页码:1 / 20
页数:20
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