Evolutionary Multi-stage Financial Scenario Tree Generation

被引:0
|
作者
Hochreiter, Ronald [1 ]
机构
[1] WU Vienna Univ Econ & Business, Dept Finance Accounting & Stat, Vienna, Austria
关键词
Optimization under uncertainty; scenario generation; scenario optimization; financial decision theory; risk management; EPI-CONVERGENT DISCRETIZATIONS; STOCHASTIC PROGRAMS; INTEGRATION QUADRATURES; PROBABILITY METRICS; OPTIMIZATION; REDUCTION; STABILITY; RISK;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Multi-stage financial decision optimization under uncertainty depends on a careful numerical approximation of the underlying stochastic process, which describes the future returns of the selected assets or asset categories. Various approaches towards an optimal generation of discrete-time, discrete-state approximations (represented as scenario trees) have been suggested in the literature. In this paper, a new evolutionary algorithm to create scenario trees for multi-stage financial optimization models will be presented. Numerical results and implementation details conclude the paper.
引用
收藏
页码:182 / 191
页数:10
相关论文
共 50 条
  • [1] Financial scenario generation for stochastic multi-stage decision processes as facility location problems
    Ronald Hochreiter
    Georg Ch. Pflug
    Annals of Operations Research, 2007, 152 : 257 - 272
  • [2] Financial scenario generation for stochastic multi-stage decision processes as facility location problems
    Hochreiter, Ronald
    Pflug, Georg Ch.
    ANNALS OF OPERATIONS RESEARCH, 2007, 152 (1) : 257 - 272
  • [3] Multi-Stage International Portfolio Selection with Factor-Based Scenario Tree Generation
    Chen, Zhiping
    Ji, Bingbing
    Liu, Jia
    Mei, Yu
    COMPUTATIONAL ECONOMICS, 2024,
  • [4] Robust portfolio selection based on a multi-stage scenario tree
    Shen, Ruijun
    Zhang, Shuzhong
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2008, 191 (03) : 864 - 887
  • [5] Multi-stage scenario generation by the combined moment matching and scenario reduction method
    Rubasheuski, Uladzimir
    Oppen, Johan
    Woodruff, David L.
    OPERATIONS RESEARCH LETTERS, 2014, 42 (05) : 374 - 377
  • [6] Data-driven multi-stage scenario tree generation via statistical property and distribution matching
    Calfa, B. A.
    Agarwal, A.
    Grossmann, I. E.
    Wassick, J. M.
    COMPUTERS & CHEMICAL ENGINEERING, 2014, 68 : 7 - 23
  • [7] Scenario tree generation and multi-asset financial optimization problems
    Geyer, Alois
    Hanke, Michael
    Weissensteiner, Alex
    OPERATIONS RESEARCH LETTERS, 2013, 41 (05) : 494 - 498
  • [8] Induction of multi-stage decision tree
    Jianbing Huo
    Xizhao Wang
    Mingzhu Lu
    Junfen Chen
    2006 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-6, PROCEEDINGS, 2006, : 835 - +
  • [9] Financial optimisation of the scheduling for the multi-stage project
    Klimek, M.
    Lebkowski, P.
    BULLETIN OF THE POLISH ACADEMY OF SCIENCES-TECHNICAL SCIENCES, 2017, 65 (06) : 899 - 908
  • [10] Scenario tree generation for multiperiod financial optimization by optimal discretization
    G.Ch. Pflug
    Mathematical Programming, 2001, 89 : 251 - 271