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cs.LG2019★ 1 cited
Efficient Deep Learning of GMMs
Shirin Jalali, Carl Nuzman, Iraj Saniee
We show that a collection of Gaussian mixture models (GMMs) in can be optimally classified using neurons in a neural network with two hidden layers (deep neural netw…
cs.LG2017
Linear Time Clustering for High Dimensional Mixtures of Gaussian Clouds
Dan Kushnir, Shirin Jalali, Iraj Saniee
Clustering mixtures of Gaussian distributions is a fundamental and challenging problem that is ubiquitous in various high-dimensional data processing tasks. While state-of-the-art…