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Portfolio Optimization by Means of Meta-Resampled Efficient Frontiers

机译:通过元重采样有效边界优化投资组合

摘要

A computer-implemented method and computer program product for selecting a portfolio weight (subject to specified constraints) for each of a plurality of assets of an optimal portfolio. A mean-variance efficient frontier is calculated based on input data characterizing the defined expected return and the defined standard deviation of return of each of the plurality of assets. Multiple sets of optimization inputs are drawn from a distribution of simulated optimization inputs consistent with the defined expected return, the defined standard deviation of return of each of the plurality of assets and then a simulated mean-variance efficient frontier is computed for each set of optimization inputs. A meta-resampled efficient frontier is determined as a statistical mean of associated portfolios among the simulated mean-variance efficient frontiers, and a portfolio weight is selected for each asset from the meta-resampled efficient frontier according to a specified investment objective. The number of simulations and the number of simulation periods is determined on the basis of a specified level of forecast certainty.
机译:一种用于为最优投资组合的多个资产中的每一个选择投资组合权重(服从指定约束)的计算机实现的方法和计算机程序产品。基于表征多个资产中的每一个的定义的预期收益和定义的收益标准差的输入数据,计算均方差有效边界。从与定义的预期收益,多种资产中的每一项的收益的定义的标准差一致的模拟优化输入的分布中得出多组优化输入,然后为每组优化计算模拟均值方差有效边界输入。确定元重采样的有效边界作为模拟均值方差有效边界中相关投资组合的统计平均值,并根据指定的投资目标从元重采样的有效边界中为每种资产选择投资组合权重。仿真次数和仿真周期数是根据指定的预测确定性级别确定的。

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