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PSense: Automatic Sensitivity Analysis for Probabilistic Programs

机译:PSense:概率程序的自动灵敏度分析

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PSense is a novel system for sensitivity analysis of probabilistic programs. It computes the impact that a noise in the values of the parameters of the prior distributions and the data have on the program's result. PSense relates the program executions with and without noise using a developer-provided sensitivity metric. PSense calculates the impact as a set of symbolic functions of each noise variable and supports various non-linear sensitivity metrics. Our evaluation on 66 programs from the literature and five common sensitivity metrics demonstrates the effectiveness of PSense.
机译:PSense是一种用于概率程序敏感性分析的新颖系统。它计算出先验分布的参数值和数据中的噪声对程序结果的影响。 PSense使用开发人员提供的敏感度度量,将程序执行与有无噪声关联起来。 PSense将影响计算为每个噪声变量的一组符号函数,并支持各种非线性灵敏度指标。我们从文献中对66个程序的评估以及五个常见的敏感性指标证明了PSense的有效性。

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