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May, 2022
从观测时间序列推断扩展摘要因果图
Inferring extended summary causal graphs from observational time series
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Charles K. Assaad, Emilie Devijver, Eric Gaussier
TL;DR
研究使用信息理论度量方法,在因果发现框架中使用PC和FCI算法构建基于任意延迟或瞬时关系的扩展摘要因果图,并通过模拟和真实数据集进行实验验证。
Abstract
This study addresses the problem of learning an
extended summary causal graph
on
time series
. The algorithms we propose fit within the well-known constraint-based framework for
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