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stat.ME2023★ 3 cited
Identifying Direct Causes using Intervened Target Variable
Kang Du, Yu Xiang, Ilya Soloveychik
Identifying the direct causes or causal parents of a target variable is crucial for scientific discovery. Focusing on linear models, the invariant prediction framework was built up…
stat.ME2020
Causal Inference from Slowly Varying Nonstationary Processes
Kang Du, Yu Xiang
Causal inference from observational data following the restricted structural causal model (SCM) framework hinges largely on the asymmetry between cause and effect from the data gen…