Sparse estimation in Ising Model via penalized Monte Carlo methods

Błażej Miasojedow, Wojciech Rejchel

We consider a problem of model selection in high-dimensional binary Markov random fields. The usefulness of the Ising model in studying systems of complex interactions has been con…