Sparse nested Markov models with log-linear parameters

Hidden variables are ubiquitous in practical data analysis, and therefore modeling marginal densities and doing inference with the resulting models is an important problem in statistics, machine learning, and causal inference. Recently, a new type of graphical model, called the nested Markov model,...

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Bibliographic Details
Main Authors: Shpitser, I, Evans, R, Richardson, T, Robins, J
Format: Conference item
Published: 2013