156 citations · 522 across the 37 of their papers we have counts for
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stat.ML2015★ 12 cited
MixEst: An Estimation Toolbox for Mixture Models
Reshad Hosseini, Mohamadreza Mash'al
Mixture models are powerful statistical models used in many applications ranging from density estimation to clustering and classification. When dealing with mixture models, there a…
stat.ML2015★ 6 cited
Manifold Optimization for Gaussian Mixture Models
Reshad Hosseini, Suvrit Sra
We take a new look at parameter estimation for Gaussian Mixture Models (GMMs). In particular, we propose using \emph{Riemannian manifold optimization} as a powerful counterpart to…