Invariant Ancestry Search
Published in Proceedings of Machine Learning Research (PMLR), 2022
Recommended citation: Phillip B Mogensen, Nikolaj Thams, Jonas Peters Proceedings of the 39th International Conference on Machine Learning, PMLR 162:15832-15857, 2022. https://proceedings.mlr.press/v162/mogensen22a/mogensen22a.pdf
In this paper we develop a variation of Invariant Causal Prediction, which we show can learn causal ancestor of a response variable with high probability (in the limit) by exploiting heterogeneity in data sampled from different environments.
Recommended citation: Phillip B Mogensen, Nikolaj Thams, Jonas Peters Proceedings of the 39th International Conference on Machine Learning, PMLR 162:15832-15857, 2022.