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Systems and methods for multi-objective portfolio analysis using pareto sorting evolutionary algorithms

机译:使用pareto排序进化算法进行多目标投资组合分析的系统和方法

摘要

The systems and methods of the invention are directed to portfolio optimization and related techniques. For example, the invention provides a method for multi-objective portfolio optimization for use in investment decisions based on competing objectives and a plurality of constraints constituting a portfolio problem, the method comprising: generating an initial population of solutions of portfolio allocations; committing the initial population of solutions to an initial population archive; performing a multi-objective process, based on the initial population archive and on multiple competing objectives, to generate an efficient frontier, the multi-objective process including a evolutionary algorithm process, the evolutionary algorithm process utilizing a dominance filter, the efficient frontier being used in investment decisioning.
机译:本发明的系统和方法针对投资组合优化和相关技术。例如,本发明提供了一种基于竞争目标和构成投资组合问题的多个约束的用于投资决策的多目标投资组合优化的方法,该方法包括:产生投资组合分配的解的初始种群;以及将解决方案的初始数量提交给初始数量归档;基于初始人口档案和多个竞争目标执行多目标过程以生成有效边界,该多目标过程包括进化算法过程,利用优势滤波器的进化算法过程,并且使用有效边界在投资决策中。

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