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

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

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,
NY 10016-5997 USA (+1 212 419 7900). Responsibility for the contents rests upon the authors and not the IEEE, the Society, or its members. Annual member subscriptions included in Society fee.
Nonmember subscriptions available upon request. Individual copies: IEEE Members US$20.00 (first copy only), nonmembers US$241.00 per copy. Copyright and Reprint Permissions: Abstracting is
permitted with credit to the source. Libraries are permitted to photocopy beyond the limits of U.S. Copyright Law for private use of patrons: 1) those post-1977 articles that carry a code at the bottom of
the first page, provided the per-copy fee indicated in the code is paid through the Copyright Clearance Center, 222 Rosewood Drive, Danvers, MA 01923 USA; 2) pre-1978 articles without fee. Instructors
are permitted to photocopy isolated articles for noncommercial classroom use without fee. For all other copying, reprint, or republication permission, write to IEEE Service Center, 445 Hoes Lane,
Piscataway, NJ 08854 USA. Copyright © 2018 by the Institute of Electrical and Electronics Engineers, Inc. All rights reserved. Periodicals postage paid at New York, NY, and at additional mailing offices.
Postmaster: Send address changes to IEEE Signal Processing Magazine, IEEE, 445 Hoes Lane, Piscataway, NJ 08854 USA. Canadian GST #125634188
Printed in the U.S.A.

Digital Object Identifier 10.1109/MSP.2018.2833939

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

http://www.ISTOCKPHOTO.COM/KENTOH http://www.signalprocessingsociety.org

Table of Contents for the Digital Edition of Content Gazette - July 2018