13 citations · 25 across the 2 of their papers we have counts for
2 papers
cs.IT2019★ 13 cited
Lower Bounds for Learning Distributions under Communication Constraints via Fisher Information
Leighton Pate Barnes, Yanjun Han, Ayfer Ozgur
We consider the problem of learning high-dimensional, nonparametric and structured (e.g. Gaussian) distributions in distributed networks, where each node in the network observes an…
stat.ME2014★ 12 cited
Beyond Maximum Likelihood: from Theory to Practice
Jiantao Jiao, Kartik Venkat, Yanjun Han +1
Maximum likelihood is the most widely used statistical estimation technique. Recent work by the authors introduced a general methodology for the construction of estimators for func…