69 citations · 235 across the 19 of their papers we have counts for
Showing 2015Show all
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cs.AI2015★ 6 cited
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…
cs.AI2015★ 13 cited
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…
stat.ME2015★ 16 cited
A Uniformly Consistent Estimator of Causal Effects under the -Triangle-Faithfulness Assumption
Peter Spirtes, Jiji Zhang
Spirtes, Glymour and Scheines [Causation, Prediction, and Search (1993) Springer] described a pointwise consistent estimator of the Markov equivalence class of any causal structure…