1.2k citations · 1.7k across the 23 of their papers we have counts for
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stat.AP2015★ 55 cited
Structure estimation for mixed graphical models in high-dimensional data
Jonas M. B. Haslbeck, Lourens J. Waldorp
Undirected graphical models are a key component in the analysis of complex observational data in a large variety of disciplines. In many of these applications one is interested in…
stat.AP2015★ 65 cited
mgm: Estimating Time-Varying Mixed Graphical Models in High-Dimensional Data
Jonas M. B. Haslbeck, Lourens J. Waldorp
We present the R-package mgm for the estimation of k-order Mixed Graphical Models (MGMs) and mixed Vector Autoregressive (mVAR) models in high-dimensional data. These are a useful…