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math.ST2018
The Minimax Learning Rates of Normal and Ising Undirected Graphical Models
Luc Devroye, Abbas Mehrabian, Tommy Reddad
Let be an undirected graph with edges and vertices. We show that -dimensional Ising models on can be learned from i.i.d. samples within expected total variat…
math.ST2018
Some techniques in density estimation
Hassan Ashtiani, Abbas Mehrabian
Density estimation is an interdisciplinary topic at the intersection of statistics, theoretical computer science and machine learning. We review some old and new techniques for bou…