348 citations · 1.2k across the 81 of their papers we have counts for
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Penalized Likelihood Methods for Estimation of Sparse High Dimensional Directed Acyclic Graphs
Ali Shojaie, George Michailidis
Directed acyclic graphs (DAGs) are commonly used to represent causal relationships among random variables in graphical models. Applications of these models arise in the study of ph…
Change-point estimation under adaptive sampling
Yan Lan, Moulinath Banerjee, George Michailidis
We consider the problem of locating a jump discontinuity (change-point) in a smooth parametric regression model with a bounded covariate. It is assumed that one can sample the cova…
On multi-view learning with additive models
Mark Culp, George Michailidis, Kjell Johnson
In many scientific settings data can be naturally partitioned into variable groupings called views. Common examples include environmental (1st view) and genetic information (2nd vi…