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ANALYSIS OF MULTIPLE ASSETS IN VIEW OF UNCERTAINTIES

机译:从不确定性角度分析多种资产

摘要

There is disclosed herein a method comprising: (a) receiving first user input specifying two or more algorithms and specifying one or more connections between the two or more algorithms, wherein each of the connections is a connection between an output of one of the algorithms and the input of another of the algorithms; (b) receiving second user input specifying one or more data structures consistent with the two or more algorithms; (c) operating on the one or more data structures in response to third user input in order to build one or more models for the two or more algorithms, wherein the one or more models include one or more uncertainty variables and one or more decision variables; (d) receiving fourth user input specifying an optimizer; and (e) performing an optimization using the user-specified optimizer in order to optimize an objective function, wherein said performing the optimization includes: (e1) generating one or more values of the one or more decision variables respectively; (e2) invoking a plurality of executions of the two or more algorithms according to the one or more connections, wherein each of the executions operates on a corresponding set of one or more instantiated models determined by the one or more models, the one or more decision variable values and a corresponding set of one or more instantiated values of the one or more uncertainty variables; (e3) computing one or more statistics based on output of the two or more algorithms from said plurality of executions; (e4) computing a value of the objective function from the one or more statistics; and (e5) repeating (e1) through (e4) a number of times.
机译:本文公开了一种方法,该方法包括:(a)接收指定两个或多个算法的第一用户输入,并指定两个或多个算法之间的一个或多个连接,其中每个连接是一个算法的输出和之间的连接。另一个算法的输入; (b)接收第二用户输入,该第二用户输入指定了与两种或更多种算法一致的一个或更多个数据结构; (c)响应于第三用户输入而对一个或多个数据结构进行操作,以便为两种或多种算法建立一个或多个模型,其中,一个或多个模型包括一个或多个不确定性变量和一个或多个决策变量; (d)接收指定优化器的第四用户输入; (e)使用用户指定的优化器执行优化以优化目标函数,其中,所述执行优化包括:(e1)分别生成一个或多个决策变量的一个或多个值; (e2)根据一个或多个连接调用两个或多个算法的多个执行,其中每个执行在由一个或多个模型确定的一个或多个实例化模型的对应集合上进行操作,一个或多个模型决策变量值和一个或多个不确定性变量的一个或多个实例化值的相应集合; (e3)基于来自所述多个执行的两种或更多种算法的输出来计算一种或更多种统计; (e4)从一个或多个统计中计算目标函数的值; (e5)重复(e1)至(e4)多次。

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