Reliable and Efficient Inference of Bayesian Networks from Sparse Data by Statistical Learning Theory

Dominik Janzing, Daniel Herrmann

To learn (statistical) dependencies among random variables requires exponentially large sample size in the number of observed random variables if any arbitrary joint probability di…