Content Gazette - July 2018 - 28

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

14

HARNESSING STRUCTURES IN
BIG DATA VIA GUARANTEED LOWRANK MATRIX ESTIMATION

8
126

Namrata Vaswani

133

Yudong Chen and Yuejie Chi

32

56

ROBUST SUBSPACE LEARNING
Namrata Vaswani,
Thierry Bouwmans,
Sajid Javed, and
Praneeth Narayanamurthy

CORRELATION AWARENESS
IN LOW-RANK MODELS
Piya Pal

72

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

NO

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

NO

Mx Is Significantly
Different from My?

(b)

PG. 133

IEEE SIGNAL PROCESSING MAGAZINE (ISSN 1053-5888) (ISPREG) is published bimonthly by the Institute of Electrical and Electronics Engineers, Inc., 3 Park Avenue, 17th Floor, New York,
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Digital Object Identifier 10.1109/MSP.2018.2833939

www.signalprocessingsociety.org [28] July 2018
IEEE
IEEESIGNAL
SIGNALPROCESSING
PROCESSINGMAGAZINE
MAGAZINE | | January
July 2018
2018 | |

1


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