High-Dimensional Graphical Model Selection Using $\ell_1$-Regularized Logistic Regression

Wainwright, Martin J., Lafferty, John D., Ravikumar, Pradeep K.

Dec-31-2007–Neural Information Processing Systems 

We focus on the problem of estimating the graph structure associated with a discrete Markov random field.