Removing systematic errors for exoplanet search via latent causes

05/12/2015

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by   Bernhard Schölkopf, et al.

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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 by recent work in causal inference using additive noise models. We provide a theoretical justification and illustrate the potential of the method in a challenging astronomy application.