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Naji Shajarisales

2 accepted papers

2018

Group Invariance Principles for Causal Generative Models

AISTATS 2018poster

The postulate of independence of cause and mechanism (ICM) has recently led to several new causal discovery algorithms. The interpretation of independence and the way it is utilized, however, varies across these methods. Our aim in this paper is to propose a group theoretic framework for ICM to unif…

Cited by 0SourcePDFScholar
2015

Telling cause from effect in deterministic linear dynamical systems

ICML 2015poster

Telling 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 through a linear system, we propose a new approach based on the hypothesis that nature chooses the “cause” and the “mechanism generating…

Cited by 67SourcePDFScholar