High-dimensional Ising model selection using ${\ell }_1$-regularized logistic regression

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

We consider the problem of estimating the graph associated with a binary Ising Markov random field. We describe a method based on ${\ell }_1$-regularized logistic regression, in which…