6 citations · 8 across the 2 of their papers we have counts for
2 papers
math.ST2018★ 2 cited
Learning high-dimensional graphical models with regularized quadratic scoring
Eric Janofsky
Pairwise Markov Random Fields (MRFs) or undirected graphical models are parsimonious representations of joint probability distributions. Variables correspond to nodes of a graph, w…
math.ST2015★ 6 cited
Exponential Series Approaches for Nonparametric Graphical Models
Eric Janofsky
This thesis studies high-dimensional, continuous-valued pairwise Markov Random Fields. We are particularly interested in approximating pairwise densities whose logarithm belongs to…