128 citations · 663 across the 32 of their papers we have counts for
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stat.ML2016
Generalized Root Models: Beyond Pairwise Graphical Models for Univariate Exponential Families
David I. Inouye, Pradeep Ravikumar, Inderjit S. Dhillon
We present a novel k-way high-dimensional graphical model called the Generalized Root Model (GRM) that explicitly models dependencies between variable sets of size k > 2---where k…
stat.ML2016
Square Root Graphical Models: Multivariate Generalizations of Univariate Exponential Families that Permit Positive Dependencies
David I. Inouye, Pradeep Ravikumar, Inderjit S. Dhillon
We develop Square Root Graphical Models (SQR), a novel class of parametric graphical models that provides multivariate generalizations of univariate exponential family distribution…