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
来源
APPLICATIONS OF EVOLUTIONARY COMPUTATION, PT II, PROCEEDINGS | 2010年 / 6025卷
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
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