IEEE Signal Processing Magazine - January 2018 - 2

COLUMNS

IEEE Signal Processing Magazine
EDITOR-IN-CHIEF

7

Robert Heath, Jr.-The University of Texas
at Austin, U.S.A.

Society News

SPS Announces 2018 Class of DLs
and Creates New Distinguished Industry
Speaker Program

AREA EDITORS
Feature Articles
Shuguang Robert Cui-University of California,
Davis, U.S.A.
Special Issues
Douglas O'Shaughnessy-INRS, Canada
Columns and Forum
Kenneth Lam-Hong Kong Polytechnic University,
Hong Kong SAR of China
e-Newsletter
Ervin Sejdic-University of Pittsburgh, U.S.A.
Social Media and Outreach
Andres Kwasinski-Rochester Institute
of Technology, U.S.A.

2017 Member-at-Large and Regional
Director-at-Large Election Results

13

167

180

Special Reports

Signal Processing Powers Next-Generation
Prosthetics
John Edwards

Lecture Notes

Introducing Information Measures
via Inference
Osvaldo Simeone

EDITORIAL BOARD

Perspectives

Mrityunjoy Chakraborty - Indian Institute of
Technology, Kharagpur, India
George Chrisikos - Qualcomm, Inc.,
U.S.A.
Alfonso Farina-Leonardo S.p.A., Italy
Mounir Ghogho-University of Leeds,
U. K.
Lina Karam-Arizona State University, U.S.A.
C.-C. Jay Kuo-University of Southern California,
U.S.A.
Sven Loncˇ
aric´-University of Zagreb, Croatia
Brian Lovell-University of Queensland,
Australia
Jian Lu-Qihoo 360, China
Henrique (Rico) Malvar-Microsoft Research,
U.S.A.
Yi Ma-ShanghaiTech University, China
Stephen McLaughlin-Heriot-Watt University,
Scotland
Athina Petropulu-Rutgers University, U.S.A.
Peter Ramadge-Princeton University,
U.S.A.
Shigeki Sagayama-Meiji University, Japan
Erchin Serpedin-Texas A&M University,
U.S.A.
Shihab Shamma-University of Maryland,
U.S.A.
Vahid Tarokh-Harvard University, U.S.A.
Wade Trappe-Rutgers University, U.S.A.
Pramod Varshney-Syracuse University,
U.S.A.
Gregory Wornell-Massachusetts Institute
of Technology, U.S.A.
Dapeng Wu-University of Florida, U.S.A.

Artificial Intelligence in the Rising Wave
of Deep Learning
Li Deng

DEPARTMENTS
4

From the Editor

5

President's Message

172

Taking the Next Step for IEEE Signal
Processing Magazine
Robert W. Heath, Jr.
Collaboration Empowers Innovation
Rabab Ward

Dates Ahead

PG. 172
The IEEE International Symposium on Biomedical
Imaging will be held 4-7 April in Washington, D.C.

©ISTOCKPHOTO.COM/DEEJPILOT

ASSOCIATE EDITORS-COLUMNS AND FORUM

Ivan Bajic-Simon Fraser University, Canada
Rodrigo Capobianco Guido-
São Paulo State University, Brazil
Ching-Te Chiu-National Tsing Hua University,
Taiwan
Panayiotis (Panos) Georgiou-University of
Southern California, U.S.A.
Hana Godrich-Rutgers University, U.S.A.
Xiaodong He-Microsoft Research
Danilo Mandic-Imperial College, U.K.

Aleksandra Mojsilovic-
IBM T.J. Watson Research Center
Vishal Patel-Rutgers University, U.S.A.
Fatih Porikli-Australian National University
Shantanu Rane-PARC, U.S.A.
Saeid Sanei-University of Surrey, U.K.
Roberto Togneri-The University of
Western Australia
Alessandro Vinciarelli-IDIAP-EPFL
Azadeh Vosoughi-University of Central Florida,
U.S.A.
Stefan Winkler-UIUC/ADSC, Singapore
Changshui Zhang-Tsinghua University, China

ASSOCIATE EDITORS-e-NEWSLETTER

Csaba Benedek-Hungarian Academy
of Sciences, Hungary
Yang Li-Harbin Institute of Technology, China
Yuhong Liu-Penn State University at Altoona,
U.S.A.
Andreas Merentitis-University of Athens,
Greece
Michael Muma-TU Darmstadt, Germany
Xiaorong Zhang-San Francisco State University,
U.S.A.

ASSOCIATE EDITOR-SOCIAL MEDIA/OUTREACH
Guijin Wang-Tsinghua University, China

IEEE SIGNAL PROCESSING SOCIETY

Ali Sayed-President
Ahmed Tewfik-President-Elect
Fernando Pereira-Vice President,
Conferences
Nikos D. Sidiropoulos-Vice President,
Membership
Sergio Theodoridis-Vice President, Publications
Walter Kellerman-Vice President,
Technical Directions

IEEE SIGNAL PROCESSING SOCIETY STAFF

William Colacchio-Senior Manager, Publications
and Education Strategy and Services
Rebecca Wollman-Publications Administrator

IEEE PERIODICALS MAGAZINES DEPARTMENT

Jessica Welsh, Managing Editor
Geraldine Krolin-Taylor,
Senior Managing Editor
Janet Dudar, Senior Art Director
Gail A. Schnitzer, Associate Art Director
Theresa L. Smith, Production Coordinator
Mark David, Director, Business Development Media & Advertising
Felicia Spagnoli, Advertising Production Manager
Peter M. Tuohy, Production Director
Dawn M. Melley, Staff Director,
Publishing Operations

Digital Object Identifier 10.1109/MSP.2017.2770480

Promoting Sustainable Forestry
SFI-01681

IEEE prohibits discrimination, harassment, and bullying.
For more information, visit
http://www.ieee.org/web/aboutus/whatis/policies/p9-26.html.

2

SCOPE: IEEE Signal Processing Magazine publishes tutorial-style articles on signal processing research and

applications as well as columns and forums on issues of interest. Its coverage ranges from fundamental principles
to practical implementation, reflecting the multidimensional facets of interests and concerns of the community. Its
mission is to bring up-to-date, emerging and active technical developments, issues, and events to the research,
educational, and professional communities. It is also the main Society communication platform addressing important
issues concerning all members.

IEEE SIGNAL PROCESSING MAGAZINE

|

January 2018

|


http://www.ISTOCKPHOTO.COM/DEEJPILOT http://www.ieee.org/web/aboutus/whatis/policies/p9-26.html

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

Contents
IEEE Signal Processing Magazine - January 2018 - Cover1
IEEE Signal Processing Magazine - January 2018 - Cover2
IEEE Signal Processing Magazine - January 2018 - Contents
IEEE Signal Processing Magazine - January 2018 - 2
IEEE Signal Processing Magazine - January 2018 - 3
IEEE Signal Processing Magazine - January 2018 - 4
IEEE Signal Processing Magazine - January 2018 - 5
IEEE Signal Processing Magazine - January 2018 - 6
IEEE Signal Processing Magazine - January 2018 - 7
IEEE Signal Processing Magazine - January 2018 - 8
IEEE Signal Processing Magazine - January 2018 - 9
IEEE Signal Processing Magazine - January 2018 - 10
IEEE Signal Processing Magazine - January 2018 - 11
IEEE Signal Processing Magazine - January 2018 - 12
IEEE Signal Processing Magazine - January 2018 - 13
IEEE Signal Processing Magazine - January 2018 - 14
IEEE Signal Processing Magazine - January 2018 - 15
IEEE Signal Processing Magazine - January 2018 - 16
IEEE Signal Processing Magazine - January 2018 - 17
IEEE Signal Processing Magazine - January 2018 - 18
IEEE Signal Processing Magazine - January 2018 - 19
IEEE Signal Processing Magazine - January 2018 - 20
IEEE Signal Processing Magazine - January 2018 - 21
IEEE Signal Processing Magazine - January 2018 - 22
IEEE Signal Processing Magazine - January 2018 - 23
IEEE Signal Processing Magazine - January 2018 - 24
IEEE Signal Processing Magazine - January 2018 - 25
IEEE Signal Processing Magazine - January 2018 - 26
IEEE Signal Processing Magazine - January 2018 - 27
IEEE Signal Processing Magazine - January 2018 - 28
IEEE Signal Processing Magazine - January 2018 - 29
IEEE Signal Processing Magazine - January 2018 - 30
IEEE Signal Processing Magazine - January 2018 - 31
IEEE Signal Processing Magazine - January 2018 - 32
IEEE Signal Processing Magazine - January 2018 - 33
IEEE Signal Processing Magazine - January 2018 - 34
IEEE Signal Processing Magazine - January 2018 - 35
IEEE Signal Processing Magazine - January 2018 - 36
IEEE Signal Processing Magazine - January 2018 - 37
IEEE Signal Processing Magazine - January 2018 - 38
IEEE Signal Processing Magazine - January 2018 - 39
IEEE Signal Processing Magazine - January 2018 - 40
IEEE Signal Processing Magazine - January 2018 - 41
IEEE Signal Processing Magazine - January 2018 - 42
IEEE Signal Processing Magazine - January 2018 - 43
IEEE Signal Processing Magazine - January 2018 - 44
IEEE Signal Processing Magazine - January 2018 - 45
IEEE Signal Processing Magazine - January 2018 - 46
IEEE Signal Processing Magazine - January 2018 - 47
IEEE Signal Processing Magazine - January 2018 - 48
IEEE Signal Processing Magazine - January 2018 - 49
IEEE Signal Processing Magazine - January 2018 - 50
IEEE Signal Processing Magazine - January 2018 - 51
IEEE Signal Processing Magazine - January 2018 - 52
IEEE Signal Processing Magazine - January 2018 - 53
IEEE Signal Processing Magazine - January 2018 - 54
IEEE Signal Processing Magazine - January 2018 - 55
IEEE Signal Processing Magazine - January 2018 - 56
IEEE Signal Processing Magazine - January 2018 - 57
IEEE Signal Processing Magazine - January 2018 - 58
IEEE Signal Processing Magazine - January 2018 - 59
IEEE Signal Processing Magazine - January 2018 - 60
IEEE Signal Processing Magazine - January 2018 - 61
IEEE Signal Processing Magazine - January 2018 - 62
IEEE Signal Processing Magazine - January 2018 - 63
IEEE Signal Processing Magazine - January 2018 - 64
IEEE Signal Processing Magazine - January 2018 - 65
IEEE Signal Processing Magazine - January 2018 - 66
IEEE Signal Processing Magazine - January 2018 - 67
IEEE Signal Processing Magazine - January 2018 - 68
IEEE Signal Processing Magazine - January 2018 - 69
IEEE Signal Processing Magazine - January 2018 - 70
IEEE Signal Processing Magazine - January 2018 - 71
IEEE Signal Processing Magazine - January 2018 - 72
IEEE Signal Processing Magazine - January 2018 - 73
IEEE Signal Processing Magazine - January 2018 - 74
IEEE Signal Processing Magazine - January 2018 - 75
IEEE Signal Processing Magazine - January 2018 - 76
IEEE Signal Processing Magazine - January 2018 - 77
IEEE Signal Processing Magazine - January 2018 - 78
IEEE Signal Processing Magazine - January 2018 - 79
IEEE Signal Processing Magazine - January 2018 - 80
IEEE Signal Processing Magazine - January 2018 - 81
IEEE Signal Processing Magazine - January 2018 - 82
IEEE Signal Processing Magazine - January 2018 - 83
IEEE Signal Processing Magazine - January 2018 - 84
IEEE Signal Processing Magazine - January 2018 - 85
IEEE Signal Processing Magazine - January 2018 - 86
IEEE Signal Processing Magazine - January 2018 - 87
IEEE Signal Processing Magazine - January 2018 - 88
IEEE Signal Processing Magazine - January 2018 - 89
IEEE Signal Processing Magazine - January 2018 - 90
IEEE Signal Processing Magazine - January 2018 - 91
IEEE Signal Processing Magazine - January 2018 - 92
IEEE Signal Processing Magazine - January 2018 - 93
IEEE Signal Processing Magazine - January 2018 - 94
IEEE Signal Processing Magazine - January 2018 - 95
IEEE Signal Processing Magazine - January 2018 - 96
IEEE Signal Processing Magazine - January 2018 - 97
IEEE Signal Processing Magazine - January 2018 - 98
IEEE Signal Processing Magazine - January 2018 - 99
IEEE Signal Processing Magazine - January 2018 - 100
IEEE Signal Processing Magazine - January 2018 - 101
IEEE Signal Processing Magazine - January 2018 - 102
IEEE Signal Processing Magazine - January 2018 - 103
IEEE Signal Processing Magazine - January 2018 - 104
IEEE Signal Processing Magazine - January 2018 - 105
IEEE Signal Processing Magazine - January 2018 - 106
IEEE Signal Processing Magazine - January 2018 - 107
IEEE Signal Processing Magazine - January 2018 - 108
IEEE Signal Processing Magazine - January 2018 - 109
IEEE Signal Processing Magazine - January 2018 - 110
IEEE Signal Processing Magazine - January 2018 - 111
IEEE Signal Processing Magazine - January 2018 - 112
IEEE Signal Processing Magazine - January 2018 - 113
IEEE Signal Processing Magazine - January 2018 - 114
IEEE Signal Processing Magazine - January 2018 - 115
IEEE Signal Processing Magazine - January 2018 - 116
IEEE Signal Processing Magazine - January 2018 - 117
IEEE Signal Processing Magazine - January 2018 - 118
IEEE Signal Processing Magazine - January 2018 - 119
IEEE Signal Processing Magazine - January 2018 - 120
IEEE Signal Processing Magazine - January 2018 - 121
IEEE Signal Processing Magazine - January 2018 - 122
IEEE Signal Processing Magazine - January 2018 - 123
IEEE Signal Processing Magazine - January 2018 - 124
IEEE Signal Processing Magazine - January 2018 - 125
IEEE Signal Processing Magazine - January 2018 - 126
IEEE Signal Processing Magazine - January 2018 - 127
IEEE Signal Processing Magazine - January 2018 - 128
IEEE Signal Processing Magazine - January 2018 - 129
IEEE Signal Processing Magazine - January 2018 - 130
IEEE Signal Processing Magazine - January 2018 - 131
IEEE Signal Processing Magazine - January 2018 - 132
IEEE Signal Processing Magazine - January 2018 - 133
IEEE Signal Processing Magazine - January 2018 - 134
IEEE Signal Processing Magazine - January 2018 - 135
IEEE Signal Processing Magazine - January 2018 - 136
IEEE Signal Processing Magazine - January 2018 - 137
IEEE Signal Processing Magazine - January 2018 - 138
IEEE Signal Processing Magazine - January 2018 - 139
IEEE Signal Processing Magazine - January 2018 - 140
IEEE Signal Processing Magazine - January 2018 - 141
IEEE Signal Processing Magazine - January 2018 - 142
IEEE Signal Processing Magazine - January 2018 - 143
IEEE Signal Processing Magazine - January 2018 - 144
IEEE Signal Processing Magazine - January 2018 - 145
IEEE Signal Processing Magazine - January 2018 - 146
IEEE Signal Processing Magazine - January 2018 - 147
IEEE Signal Processing Magazine - January 2018 - 148
IEEE Signal Processing Magazine - January 2018 - 149
IEEE Signal Processing Magazine - January 2018 - 150
IEEE Signal Processing Magazine - January 2018 - 151
IEEE Signal Processing Magazine - January 2018 - 152
IEEE Signal Processing Magazine - January 2018 - 153
IEEE Signal Processing Magazine - January 2018 - 154
IEEE Signal Processing Magazine - January 2018 - 155
IEEE Signal Processing Magazine - January 2018 - 156
IEEE Signal Processing Magazine - January 2018 - 157
IEEE Signal Processing Magazine - January 2018 - 158
IEEE Signal Processing Magazine - January 2018 - 159
IEEE Signal Processing Magazine - January 2018 - 160
IEEE Signal Processing Magazine - January 2018 - 161
IEEE Signal Processing Magazine - January 2018 - 162
IEEE Signal Processing Magazine - January 2018 - 163
IEEE Signal Processing Magazine - January 2018 - 164
IEEE Signal Processing Magazine - January 2018 - 165
IEEE Signal Processing Magazine - January 2018 - 166
IEEE Signal Processing Magazine - January 2018 - 167
IEEE Signal Processing Magazine - January 2018 - 168
IEEE Signal Processing Magazine - January 2018 - 169
IEEE Signal Processing Magazine - January 2018 - 170
IEEE Signal Processing Magazine - January 2018 - 171
IEEE Signal Processing Magazine - January 2018 - 172
IEEE Signal Processing Magazine - January 2018 - 173
IEEE Signal Processing Magazine - January 2018 - 174
IEEE Signal Processing Magazine - January 2018 - 175
IEEE Signal Processing Magazine - January 2018 - 176
IEEE Signal Processing Magazine - January 2018 - 177
IEEE Signal Processing Magazine - January 2018 - 178
IEEE Signal Processing Magazine - January 2018 - 179
IEEE Signal Processing Magazine - January 2018 - 180
IEEE Signal Processing Magazine - January 2018 - Cover3
IEEE Signal Processing Magazine - January 2018 - Cover4
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_201809
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_201807
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_201805
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_201803
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_201801
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_1117
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0917
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0717
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0517
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0317
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0117
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_1116
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0916
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0716
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0516
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0316
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0116
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_1115
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0915
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0715
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0515
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0315
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0115
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_1114
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0914
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0714
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0514
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0314
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0114
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_1113
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0913
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0713
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0513
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0313
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0113
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_1112
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0912
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0712
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0512
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0312
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0112
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_1111
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0911
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0711
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0511
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0311
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0111
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_1110
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0910
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0710
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0510
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0310
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0110
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_1109
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0909
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0709
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0509
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0309
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0109
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_1108
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0908
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0708
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0508
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0308
https://www.nxtbook.com/nxtbooks/ieee/signalprocessing_0108
https://www.nxtbookmedia.com