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cs.LG2025
Causal Identification in Time Series Models
Erik Jahn, Karthik Karnik, Leonard J. Schulman
In this paper, we analyze the applicability of the Causal Identification algorithm to causal time series graphs with latent confounders. Since these graphs extend over infinitely m…
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…