Causal Discovery from Time-Series Data with Short-Term Invariance-Based Convolutional Neural Networks

Rujia Shen, Boran Wang, Chao Zhao +2

Causal discovery from time-series data aims to capture both intra-slice (contemporaneous) and inter-slice (time-lagged) causality between variables within the temporal chain, which…