216 citations · 454 across the 55 of their papers we have counts for
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math.ST2017★ 1 cited
The neighborhood lattice for encoding partial correlations in a Hilbert space
Arash A. Amini, Bryon Aragam, Qing Zhou
Neighborhood regression has been a successful approach in graphical and structural equation modeling, with applications to learning undirected and directed graphical models. We ext…
stat.ML2017★ 46 cited
Learning Large-Scale Bayesian Networks with the sparsebn Package
Bryon Aragam, Jiaying Gu, Qing Zhou
Learning graphical models from data is an important problem with wide applications, ranging from genomics to the social sciences. Nowadays datasets often have upwards of thousands-…