High-Order Markov Blanket Discovery via a k-Order Relaxation of the Faithfulness Assumption

Loong Kuan Lee, Ragavi Krishnamoorthy, Nico Piatkowski

The problem of learning the graphical Markov blanket (MB) of a variable from data has applications in many areas such as structure learning for Bayesian networks and Markov random…