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stat.ME2016
A Review of Multivariate Distributions for Count Data Derived from the Poisson Distribution
David I. Inouye, Eunho Yang, Genevera I. Allen +1
The Poisson distribution has been widely studied and used for modeling univariate count-valued data. Multivariate generalizations of the Poisson distribution that permit dependenci…
stat.ML2016
A General Family of Trimmed Estimators for Robust High-dimensional Data Analysis
Eunho Yang, Aurelie Lozano, Aleksandr Aravkin
We consider the problem of robustifying high-dimensional structured estimation. Robust techniques are key in real-world applications which often involve outliers and data corruptio…