103 citations · 423 across the 15 of their papers we have counts for
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cs.NE2013
Deep neural networks for single channel source separation
Emad M. Grais, Mehmet Umut Sen, Hakan Erdogan
In this paper, a novel approach for single channel source separation (SCSS) using a deep neural network (DNN) architecture is introduced. Unlike previous studies in which DNN and o…
cs.IT2013★ 14 cited
Improving A*OMP: Theoretical and Empirical Analyses With a Novel Dynamic Cost Model
Nazim Burak Karahanoglu, Hakan Erdogan
Best-first search has been recently utilized for compressed sensing (CS) by the A* orthogonal matching pursuit (A*OMP) algorithm. In this work, we concentrate on theoretical and em…
cs.LG2013
Source Separation using Regularized NMF with MMSE Estimates under GMM Priors with Online Learning for The Uncertainties
Emad M. Grais, Hakan Erdogan
We propose a new method to enforce priors on the solution of the nonnegative matrix factorization (NMF). The proposed algorithm can be used for denoising or single-channel source s…