351 citations · 602 across the 6 of their papers we have counts for
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stat.ML2015★ 6 cited
Removing systematic errors for exoplanet search via latent causes
Bernhard Schölkopf, David W. Hogg, Dun Wang +4
We describe a method for removing the effect of confounders in order to reconstruct a latent quantity of interest. The method, referred to as half-sibling regression, is inspired b…
stat.ML2012★ 41 cited
Identifying confounders using additive noise models
Dominik Janzing, Jonas Peters, Joris Mooij +1
We propose a method for inferring the existence of a latent common cause ('confounder') of two observed random variables. The method assumes that the two effects of the confounder…