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stat.ML2016★ 1 cited
Mixing Times and Structural Inference for Bernoulli Autoregressive Processes
Dimitrios Katselis, Carolyn L. Beck, R. Srikant
We introduce a novel multivariate random process producing Bernoulli outputs per dimension, that can possibly formalize binary interactions in various graphical structures and can…
stat.ML2012★ 57 cited
A Note on the SPICE Method
Cristian R. Rojas, Dimitrios Katselis, Håkan Hjalmarsson
In this article, we analyze the SPICE method developed in [1], and establish its connections with other standard sparse estimation methods such as the Lasso and the LAD-Lasso. This…