74 citations · 200 across the 35 of their papers we have counts for
Showing 2019Show all
3 papers · 1 filter
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.IT2019★ 1 cited
Denoising of structured random processes
Wenda Zhou, Shirin Jalali
Denoising stationary process corrupted by additive white Gaussian noise is a classic and fundamental problem in information theory and statistical signal processi…
cs.IT2019★ 2 cited
Solving inverse problems via auto-encoders
Pei Peng, Shirin Jalali, Xin Yuan
Compressed sensing (CS) is about recovering a structured signal from its under-determined linear measurements. Starting from sparsity, recovery methods have steadily moved towards…