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Discovery and Visualization of Nonstationary Causal Models
Kun Zhang, Biwei Huang, Jiji Zhang +2
It is commonplace to encounter nonstationary data, of which the underlying generating process may change over time or across domains. The nonstationarity presents both challenges a…
Distinguishing Cause from Effect Based on Exogeneity
Kun Zhang, Jiji Zhang, Bernhard Schölkopf
Recent developments in structural equation modeling have produced several methods that can usually distinguish cause from effect in the two-variable case. For that purpose, however…
Telling cause from effect in deterministic linear dynamical systems
Naji Shajarisales, Dominik Janzing, Bernhard Shoelkopf +1
Inferring a cause from its effect using observed time series data is a major challenge in natural and social sciences. Assuming the effect is generated by the cause trough a linear…