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CREATING UNDERSTANDABLE MODELS FOR NUMEROUS MODELING TASKS

机译:为多种建模任务创建可理解的模型

摘要

A computer program product for creating models comprises a computer readable storage medium having stored thereon first program instructions executable by a processor to cause the processor to receive the modeling tasks each having a target variable and at least one covariate, the target variable and the at least one covariate being the same for all of the modeling tasks, a relationship between the target variable and the at least one covariate being different for all of the modeling tasks, and second program instructions executable by the processor to cause the processor to generate, for each of the modeling tasks, a model including a transfer function for approximating the relationship between the target value and the at least one covariate of the modeling task in a manner that at least two of the models share an identical transfer function and the models satisfy an accuracy condition.
机译:用于创建模型的计算机程序产品包括计算机可读存储介质,该计算机可读存储介质具有在其上存储的第一程序指令,该第一程序指令可由处理器执行以使处理器接收分别具有目标变量和至少一个协变量,目标变量和至少一个变量的建模任务。对于所有建模任务,一个协变量是相同的,对于所有建模任务,目标变量和至少一个协变量之间的关系是不同的,并且处理器可执行的第二程序指令使处理器为每个生成在建模任务中,模型包括传递函数,该传递函数用于以至少两个模型共享相同的传递函数且模型满足精度的方式逼近目标值与建模任务的至少一个协变量之间的关系健康)状况。

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