Exploring a financial product model with a two-population genetic algorithm

被引:3
作者
Kimbrough, SO [1 ]
Lu, M [1 ]
Safavi, SM [1 ]
机构
[1] Univ Penn, Operat & Informat Management Dept, Philadelphia, PA 19104 USA
来源
CEC2004: PROCEEDINGS OF THE 2004 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1 AND 2 | 2004年
关键词
D O I
10.1109/CEC.2004.1330950
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper describes a successful application of evolutionary computation to a difficult and commercially significant constrained optimization problem. The Financial Product model, for optimizing mortgage refinancing packages, is introduced. It is a realistic, and very challenging, optimization problem, for which standard solvers leave much to be desired. An untuned two-population genetic algorithm (GA) has been remarkably successful in finding good, feasible and nearly optimal solutions. In addition, the genetic solver provides important information for management decision making besides simply a good solution to the model. Finally, the paper undertakes a case study in order to investigate the details of how and why the two-population GA works.
引用
收藏
页码:855 / 862
页数:8
相关论文
共 11 条
  • [1] BRANLEY B, 1997, P 13 AN HAW INT C SY
  • [2] Parallel changes in qene expression after 20,000 generations of evolution in Escherichia coli
    Cooper, TF
    Rozen, DE
    Lenski, RE
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2003, 100 (03) : 1072 - 1077
  • [3] Kimbrough SO, 2003, LECT NOTES COMPUT SC, V2723, P1148
  • [4] ON POST-EVALUATION ANALYSIS - CANDLE-LIGHTING AND SURROGATE MODELS
    KIMBROUGH, SO
    OLIVER, JR
    PRITCHETT, CW
    [J]. INTERFACES, 1993, 23 (03) : 17 - 28
  • [5] KIMBROUGH SO, 2004, EXPLORING EVOLUTIONA
  • [6] KIMBROUGH SO, 1994, P 26 ANN HAW INT C S, V3, P536
  • [7] Kimbrough Steven O., 2002, P GEN EV COMP C GECC, P415
  • [8] Evolution of competitive fitness in experimental populations of E-coli:: What makes one genotype a better competitor than another?
    Lenski, RE
    Mongold, JA
    Sniegowski, PD
    Travisano, M
    Vasi, F
    Gerrish, PJ
    Schmidt, TM
    [J]. ANTONIE VAN LEEUWENHOEK INTERNATIONAL JOURNAL OF GENERAL AND MOLECULAR MICROBIOLOGY, 1998, 73 (01): : 35 - 47
  • [9] MICHALEWICZ Z, 1996, GENETIC ALGORITHMS P
  • [10] Role of mutator alleles in adaptive evolution
    Taddei, F
    Radman, M
    MaynardSmith, J
    Toupance, B
    Gouyon, PH
    Godelle, B
    [J]. NATURE, 1997, 387 (6634) : 700 - 702