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Dynamic asset allocation using stochastic dynamic programming

机译:使用随机动态规划进行动态资产分配

摘要

A system and method are disclosed for capturing the full dynamic and multi-dimensional nature of the asset allocation problem through applications of stochastic dynamic programming and stochastic programming techniques. The system and method provide a novel approach to asset allocation and based on stochastic dynamic programming and Monte Carlo sampling that permit one to consider many rebalancing periods, many asset classes, dynamic cash flows, and a general representation of investor risk preference. The system and method further provide a novel approach of representing utility by directly modeling risk aversion as a function of wealth, and thus provide a general framework for representing investor preference. The system and method demonstrate how the optimal asset allocation depends on the investment horizon, wealth, and the investors risk preference and how optimal asset allocation therefore changes over time depending on cash flow and the returns achieved and how dynamic asset allocation leads to superior results compared to static or myopic techniques. Examples of dynamic strategies for various typical risk preferences and multiple asset classes are described.
机译:公开了一种用于通过应用随机动态规划和随机规划技术来捕捉资产分配问题的全部动态和多维性质的系统和方法。该系统和方法提供了一种新颖的资产分配方法,并基于随机动态规划和蒙特卡洛抽样,使人们可以考虑许多再平衡期,许多资产类别,动态现金流量以及投资者风险偏好的一般表示。该系统和方法还提供了一种通过直接将风险厌恶情绪作为财富的函数来表示效用的新颖方法,从而提供了代表投资者偏好的一般框架。该系统和方法证明了最佳资产分配如何取决于投资范围,财富和投资者的风险偏好,以及因此最佳资产分配如何随时间变化,取决于现金流量和所获得的回报,以及动态资产分配如何带来更好的比较结果静态或近视技术。描述了各种典型风险偏好和多种资产类别的动态策略示例。

著录项

  • 公开/公告号US2008010181A1

    专利类型

  • 公开/公告日2008-01-10

    原文格式PDF

  • 申请/专利权人 GERD INFANGER;

    申请/专利号US20070804692

  • 发明设计人 GERD INFANGER;

    申请日2007-05-18

  • 分类号G06Q40/00;G06F17/11;

  • 国家 US

  • 入库时间 2022-08-21 20:10:55

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