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
  • [31] Multi-stage evolutionary algorithms for efficient identification of gene regulatory networks
    Kim, Kee-Young
    Cho, Dong-Yeon
    Zhang, Byoung-Tak
    APPLICATIONS OF EVOLUTIONARY COMPUTING, PROCEEDINGS, 2006, 3907 : 45 - 56
  • [32] Multi-stage fuzzy evaluation in evolutionary robot vision for face detection
    Yorita, Akihiro
    Kubota, Naoyuki
    EVOLUTIONARY INTELLIGENCE, 2010, 3 (02) : 67 - 78
  • [33] A Scenario-Based Multi-Objective Model for Multi-Stage Transmission Expansion Planning
    Maghouli, Pouria
    Hosseini, Seyed Hamid
    Buygi, Majid Oloomi
    Shahidehpour, Mohammad
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2011, 26 (01) : 470 - 478
  • [34] Algorithmic Aspects of Scenario-Based Multi-stage Decision Process Optimization
    Hochreiter, Ronald
    ALGORITHMIC DECISION THEORY, PROCEEDINGS, 2009, 5783 : 365 - 376
  • [35] A dual-population and multi-stage based constrained multi-objective evolutionary
    Raju, M. Sri Srinivasa
    Dutta, Saykat
    Mallipeddi, Rammohan
    Das, Kedar Nath
    INFORMATION SCIENCES, 2022, 615 : 557 - 577
  • [36] A Multi-Stage Evolutionary Algorithm for Solving Complex Function Optimization Problems
    Li, Yunhao
    Chen, Shuting
    SECOND INTERNATIONAL CONFERENCE ON COMPUTER AND ELECTRICAL ENGINEERING, VOL 2, PROCEEDINGS, 2009, : 516 - +
  • [37] MULTI-STAGE FINANCIAL INDEX TRACKING MODEL UNDER GH DISTRIBUTION
    Cheng, Bei
    Chen, Zhiping
    Liu, Jia
    PAKISTAN JOURNAL OF STATISTICS, 2013, 29 (05): : 795 - 810
  • [38] Multi-stage Ediacaran ocean oxidation and its impact on evolutionary radiation
    Fike, D. A.
    Grotzinger, J. P.
    Pratt, L. M.
    Summons, R. E.
    GEOCHIMICA ET COSMOCHIMICA ACTA, 2006, 70 (18) : A173 - A173
  • [39] Multi-stage Global and Local Cooperative Constrained Multi-objective Evolutionary Algorithm
    Wang, Shunge
    Qiu, Yifeng
    Li, Wenji
    Wang, Zhaojun
    Xu, Biao
    Zhuang, Jiafan
    Hao, Zhifeng
    Fan, Zhun
    2024 6TH INTERNATIONAL CONFERENCE ON DATA-DRIVEN OPTIMIZATION OF COMPLEX SYSTEMS, DOCS 2024, 2024, : 200 - 205
  • [40] A bi-tree multi-stage inference fuzzy control system
    Yeh, ZM
    Chen, HP
    SOFT COMPUTING IN INTELLIGENT SYSTEMS AND INFORMATION PROCESSING, 1996, : 55 - 60