Content Gazette - December 2019 - 32

Contents

Volume 36 | Number 6 | November 2019

SPECIAL SECTION

LEARNING ALGORITHMS AND
SIGNAL PROCESSING FOR
BRAIN-INSPIRED COMPUTING
12

EVENT-DRIVEN SENSING FOR
EFFICIENT PERCEPTION

Shih-Chii Liu, Bodo Rueckauer,
Enea Ceolini, Adrian Huber,
and Tobi Delbruck

FEATURE

Osvaldo Simeone, Bipin Rajendran,
André Grüning,
Evangelos S. Eleftheriou,
Mike Davies, Sophie Deneve,
and Guang-Bin Huang

Giacomo Indiveri
and Yulia Sandamirskaya

Bipin Rajendran, Abu Sebastian,
Michael Schmuker, Narayan Srinivasa,
and Evangelos Eleftheriou

FROM THE GUEST EDITORS

THE IMPORTANCE OF SPACE AND
TIME FOR SIGNAL PROCESSING
IN NEUROMORPHIC AGENTS

SIGNAL PROCESSING
FOUNDATIONS FOR TIME-BASED
SIGNAL REPRESENTATIONS
Noyan C. Sevüktekin,
Lav R. Varshney,
Pavan K. Hanumolu,
and Andrew C. Singer

LOW-POWER NEUROMORPHIC
HARDWARE FOR SIGNAL
PROCESSING APPLICATIONS

111

Reinhold Haeb-Umbach,
Shinji Watanabe, Tomohiro Nakatani,
Michiel Bacchiani, Björn Hoffmeister,
Michael L. Seltzer, Heiga Zen,
and Mehrez Souden

ON THE COVER
This special issue of IEEE Signal Processing Magazine
examines the role of signal processing in neuromorphic
computing and brings together key researchers to provide readers with up-to-date and survey-style articles on
algorithmic, hardware, and neuroscience perspectives on
the state-of-the-art aspects of this emerging field.

COLUMNS
8

COVER IMAGE: ©ISTOCKPHOTO.COM/VERTIGO3D

SURROGATE GRADIENT LEARNING
IN SPIKING NEURAL NETWORKS

125

Emre O. Neftci, Hesham Mostafa,
and Friedemann Zenke

SPEECH PROCESSING FOR
DIGITAL HOME ASSISTANTS

AN INTRODUCTION TO
PROBABILISTIC SPIKING
NEURAL NETWORKS

Special Reports

Medicine on the Move
John Edwards

Applications Corner

A Signal Processing Perspective
of Monitoring Active Volcanoes
Muhammad Salman Khan,
Millaray Curilem, Fernando Huenupán,
Muhammad Farhan Khan,
and Néstor Becerra Yoma

Hyeryung Jang, Osvaldo Simeone,
Brian Gardner, and André Grüning

PG. 8

SPIKING RESERVOIR NETWORKS

NEUROSCIENCE-INSPIRED
ONLINE UNSUPERVISED
LEARNING ALGORITHMS

Nicholas Soures
and Dhireesha Kudithipudi

Cengiz Pehlevan
and Dmitri B. Chklovskii

PG. 168

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 © 2019 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.2019.2936748

32] DECEMBER 2019
www.signalprocessingsociety.org [14
IEEE
2019 | |
IEEESIGNAL
SIGNALPROCESSING
PROCESSINGMAGAZINE
MAGAZINE | | November
January 2019

http://www.ISTOCKPHOTO.COM/VERTIGO3D http://www.signalprocessingsociety.org http://www.signalprocessingsociety.org

Content Gazette - December 2019

Table of Contents for the Digital Edition of Content Gazette - December 2019