511 citations · 968 across the 39 of their papers we have counts for
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math.ST2018★ 12 cited
Statistical Convergence of the EM Algorithm on Gaussian Mixture Models
Ruofei Zhao, Yuanzhi Li, Yuekai Sun
We study the convergence behavior of the Expectation Maximization (EM) algorithm on Gaussian mixture models with an arbitrary number of mixture components and mixing weights. We sh…
cs.CY2018★ 5 cited
Debiasing representations by removing unwanted variation due to protected attributes
Amanda Bower, Laura Niss, Yuekai Sun +1
We propose a regression-based approach to removing implicit biases in representations. On tasks where the protected attribute is observed, the method is statistically more efficien…