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High-Dimensional Variance-Reduced Stochastic Gradient Expectation-Maximization Algorithm
We apply our generic algorithm to two illustrative latent variable models: Gaussian mixture model and mixture of linear regression, and demonstrate the advantages of our algorithm by both theoretical analysis and numerical experiments.
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