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Aug, 2017
因果发现技术的比较基准测试
Comparative Benchmarking of Causal Discovery Techniques
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Karamjit Singh, Garima Gupta, Vartika Tewari, Gautam Shroff
TL;DR
本文介绍了引人注目的因果发现算法,分为两大类:(1)假设无环和无潜变量,(2)允许循环和潜变量,并从结构准确性、标准预测准确性和反事实推理准确性三个方面对它们进行了实验比较。
Abstract
In this paper we present a comprehensive view of prominent
causal discovery algorithms
, categorized into two main categories (1) assuming
acyclic
and no
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