A Polynomial Time Algorithm for Log-Concave Maximum Likelihood via Locally Exponential Families

Brian Axelrod, Ilias Diakonikolas, Alistair Stewart, Anastasios Sidiropoulos, Gregory Valiant

Neural Information Processing Systems 

We consider the problem of computing the maximum likelihood multivariate logconcave distribution for a set of points.