IEEE Signal Processing - July 2018 - 1

Contents
special section

Volume 35 | Number 4 | July 2018

columns

exploiting structure in Big
Data analytics: sparse anD
low-rank structures
12

From the Guest editor

harnessinG structures in
BiG data via Guaranteed Lowrank matrix estimation

8
126

Namrata Vaswani

133

Yudong Chen and Yuejie Chi

roBust suBspace LearninG
Namrata Vaswani,
Thierry Bouwmans,
Sajid Javed, and
Praneeth Narayanamurthy

correLation awareness
in Low-rank modeLs
Piya Pal

on the cover

140

this issue of IEEE Signal Processing Magazine offers a
feature article cluster-or mini special issue-on exploiting structure in data analytics: low-rank and sparse structures. two interesting feature articles on other topics are
also included. enjoy the issue!

Reader's Choice

Top Downloads in IEEE Xplore

Lecture Notes

Closed-Form Impulse Responses
of Linear Time-Invariant Systems:
A Unifying Approach
Behnam Shahrrava

Tips & Tricks

On Hypothesis Testing for Comparing
Image Quality Assessment Metrics
Rui Zhu, Fei Zhou, Wenming Yang,
and Jing-Hao Xue

In the Spotlight

Automation Is Coming to Research
Pavel Loskot

cover image: ©istockphoto.com/kentoh

theoreticaL Foundations
oF deep LearninG via
sparse representations

Vardan Papyan, Yaniv Romano,
Jeremias Sulam, and Michael Elad

features
90

transForminG enerGy
networks via peer-to-peer
enerGy tradinG

Assumption 1:
Independence
Between Residuals
dx and dy

IQA Metric
Mx

Residual dx
of Score x
IQA Database

IQA Metric
My

pg. 8

Maria S. Greco, Fulvio Gini,
Pietro Stinco, and Kristine Bell

YES

Mx Is Significantly
Different from My?

(a)

Assumption 2:
Normality of
Residuals
dx and dy

IQA Metric
Mx

coGnitive radars:
on the road to reaLity

The F-Test
Residual dy
of Score y

Wayes Tushar, Chau Yuen,
Hamed Mohsenian-Rad,
Tapan Saha, H. Vincent Poor,
and Kristin L. Wood

112

Assumption 2:
Normality of
Residuals
dx and dy

Residual dx
of Score x
The Pitman
Test

IQA Database
IQA Metric
My

Residual dy
of Score y

YES

Mx Is Significantly
Different from My?

(b)

pg. 133

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Digital Object Identifier 10.1109/MSP.2018.2833939

IEEE
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ProcESSIngMagazine
MagazInE | | January
July 2018
2018 | |

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Table of Contents for the Digital Edition of IEEE Signal Processing - July 2018