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cs.LG2023
Causal Discovery in Mixtures of Populations
Bijan Mazaheri, Spencer Gordon, Yuval Rabani +1
Causal discovery aims to learn causal structures up to certain symmetries. Diverse populations or changing environments give rise to heterogeneous data in the following sense: each…
cs.LG2023
Identification of Mixtures of Discrete Product Distributions in Near-Optimal Sample and Time Complexity
Spencer L. Gordon, Erik Jahn, Bijan Mazaheri +2
We consider the problem of identifying, from statistics, a distribution of discrete random variables that is a mixture of product distributions. The best previ…