Computing Reviews
Today's Issue Hot Topics Search Browse Recommended My Account Log In
Review Help
Search
Financial planning via multi-stage stochastic optimization
Mulvey J., Shetty B. Computers and Operations Research31 (1):1-20,2004.Type:Article
Date Reviewed: Jan 15 2004

The technique described in this paper has implications for risk management for institutions, banks, government entities, pension plans, and insurance companies. The paper describes a generic financial planning problem as a multistage stochastic program, modeled using a network graph that provides a visual reference for the financial planning system. A large number of scenarios can be investigated in order to cover different aspects of uncertainty, and to provide a reasonable representation of the universe being modeled. Assets and liabilities are integrated in order to address the whole financial planning problem and to comply with accounting practices.

The multistage financial planning model is described in the first section, including details about objective functions, the multiperiod framework, the modeling of stochastic parameters, and the integration of assets and liabilities.

Section 2 describes a computational experiment. Due to the large size of the problem, the experiment is realized on high-performance computers, including parallel and distributed machines. Solution algorithms (parallel direct solvers and decomposition algorithms) are presented for different numbers of scenarios (64, 512, 2,048, and 4,096), and for different number of processors (16, 32, 64, and 128).

In section 3, the authors consider dynamic stochastic control models and detail a global algorithm. They discuss the difficulties of developing a stochastic control framework. Conclusions and potential future development directions close this valuable paper. The references are adequate, and illustrate the state of the art in the multistage optimization field.

Reviewer:  Florin Popentiu-Vladicescu Review #: CR128920 (0406-0691)
Bookmark and Share
 
Stochastic Analysis (D.4.8 ... )
 
 
Constrained Optimization (G.1.6 ... )
 
 
Financial (J.1 ... )
 
 
Optimization (G.1.6 )
 
 
Administrative Data Processing (J.1 )
 
Would you recommend this review?
yes
no
Other reviews under "Stochastic Analysis": Date
Selective instability: maternal effort and the evolution of gene activation and deactivation rates
Maley C., Tapscott S. Artificial Life 9(3): 317-326, 2003. Type: Article
Jun 22 2004
Parallel queues with resequencing
Jean-Marie A., Gün L. Journal of the ACM 40(5): 1188-1208, 1993. Type: Article
Jan 1 1995
Robust fuzzy control for uncertain stochastic time-delay Takagi--Sugeno fuzzy models for achieving passivity
Chang W., Ku C., Huang P. Fuzzy Sets and Systems 161(15): 2012-2032, 2010. Type: Article
Aug 10 2010
more...

E-Mail This Printer-Friendly
Send Your Comments
Contact Us
Reproduction in whole or in part without permission is prohibited.   Copyright 1999-2024 ThinkLoud®
Terms of Use
| Privacy Policy