103 citations · 228 across the 20 of their papers we have counts for
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cs.LG2019★ 22 cited
Variable-lag Granger Causality for Time Series Analysis
Chainarong Amornbunchornvej, Elena Zheleva, Tanya Y. Berger-Wolf
Granger causality is a fundamental technique for causal inference in time series data, commonly used in the social and biological sciences. Typical operationalizations of Granger c…
cs.LG2019★ 14 cited
Learning Triggers for Heterogeneous Treatment Effects
Christopher Tran, Elena Zheleva
The causal effect of a treatment can vary from person to person based on their individual characteristics and predispositions. Mining for patterns of individual-level effect differ…