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20082023
most citedTowards K-means-friendly Spaces: Simultaneous Deep Learning and Clustering

607 citations · 1.2k across the 34 of their papers we have counts for

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Showing cs.ITShow all

5 papers · 1 filter

cs.IT2019

Machine Learning in the Air

Deniz Gunduz, Paul de Kerret, Nicholas D. Sidiropoulos +3

Thanks to the recent advances in processing speed and data acquisition and storage, machine learning (ML) is penetrating every facet of our lives, and transforming research in many…

cs.IT2018

Mirror-Prox SCA Algorithm for Multicast Beamforming and Antenna Selection

Mohamed S. Ibrahim, Aritra Konar, Mingyi Hong +1

This paper considers the (NP-)hard problem of joint multicast beamforming and antenna selection. Prior work has focused on using Semi-Definite relaxation (SDR) techniques in an att…

cs.IT2016★ 23 cited

Inexact Alternating Optimization for Phase Retrieval In the Presence of Outliers

Cheng Qian, Xiao Fu, Nicholas D. Sidiropoulos +2

Phase retrieval has been mainly considered in the presence of Gaussian noise. However, the performance of the algorithms proposed under the Gaussian noise model severely degrades w…

cs.IT2015★ 39 cited

Phase Retrieval Using Feasible Point Pursuit: Algorithms and Cramér-Rao Bound

Cheng Qian, Nicholas D. Sidiropoulos, Kejun Huang +2

Reconstructing a signal from squared linear (rank-one quadratic) measurements is a challenging problem with important applications in optics and imaging, where it is known as phase…

cs.IT2008★ 10 cited

Finite Word Length Effects on Transmission Rate in Zero Forcing Linear Precoding for Multichannel DSL

Eitan Sayag, Amir Leshem, Nikolaos D. Sidiropoulos

Crosstalk interference is the limiting factor in transmission over copper lines. Crosstalk cancelation techniques show great potential for enabling the next leap in DSL transmissio…