36 citations · 45 across the 2 of their papers we have counts for
3 papers
math.ST2016★ 9 cited
Generalized Direct Change Estimation in Ising Model Structure
Farideh Fazayeli, Arindam Banerjee
We consider the problem of estimating change in the dependency structure between two -dimensional Ising models, based on respectively and samples drawn from the mode…
stat.ML2016
The Matrix Generalized Inverse Gaussian Distribution: Properties and Applications
Farideh Fazayeli, Arindam Banerjee
While the Matrix Generalized Inverse Gaussian () distribution arises naturally in some settings as a distribution over symmetric positive semi-definite matrices, ce…
stat.ML2015★ 36 cited
Estimation with Norm Regularization
Arindam Banerjee, Sheng Chen, Farideh Fazayeli +1
Analysis of non-asymptotic estimation error and structured statistical recovery based on norm regularized regression, such as Lasso, needs to consider four aspects: the norm, the l…