Skewed and heavy-tailed data can now pick an undirected graph: Student copula gives a zero-partial-correlation necessary condition
Student copula Markov networks express the pairwise Markov property as a necessary condition of zero partial correlation and pair it with a penalized ECM graph-selection algorithm, letting undirected graphical models be fitted to skewed or heavy-tailed data.