Content Gazette - May 2013 - 35

[VOLUME 30 NUMBER 3]

[contents]
[special section-aDaptation anD

learning over complex networks
14 fROM thE GuESt EdItORS
Adaptation and Learning over
Complex Networks
Ali H. Sayed, Sergio Barbarossa,
Sergios Theodoridis, and Isao Yamada

16 MOdELS fOR thE dIffuSION
Of BELIEfS IN SOCIAL
NEtwORkS
Christophe Chamley, Anna Scaglione,
and Lin Li

30 LEARNING IN NEtwORk
GAMES wIth INCOMPLEtE
INfORMAtION
Ceyhun Eksin, Pooya Molavi,
Alejandro Ribeiro, and Ali Jadbabaie

43 SOCIAL LEARNING ANd
BAyESIAN GAMES IN
MuLtIAGENt SIGNAL
PROCESSING
Vikram Krishnamurthy and
H. Vincent Poor

]

58 MAChINE LEARNING
wIth BRAIN GRAPhS
Jonas Richiardi, Sophie Achard, Horst
Bunke, and Dimitri Van De Ville

71 SEEING thE BIGGER PICtuRE
Alexander Bertrand and Marc Moonen

83 thE EMERGING fIELd
Of SIGNAL PROCESSING
ON GRAPhS
David I Shuman, Sunil K. Narang,
Pascal Frossard, Antonio Ortega,
and Pierre Vandergheynst

99 CONSENSuS + INNOvAtIONS
dIStRIButEd INfERENCE
OvER NEtwORkS
Soummya Kar and José M.F. Moura

110 NONPARAMEtRIC BAyESIAN
MOdELING Of COMPLEx
NEtwORkS
Mikkel N. Schmidt and Morten Mørup

129 dyNAMIC NEtwORk
CARtOGRAPhy
Gonzalo Mateos and Ketan Rajawat

[cover] ©iStockphoto.com/
AlekSAndAr VelASeVic

144 SwARMING ALGORIthMS fOR
dIStRIButEd RAdIO RESOuRCE
ALLOCAtION
Paolo Di Lorenzo and Sergio Barbarossa

155 dIffuSION StRAtEGIES fOR
AdAPtAtION ANd LEARNING
OvER NEtwORkS
Ali H. Sayed, Sheng-Yuan Tu,
Jianshu Chen, Xiaochuan Zhao,
and Zaid J. Towfic

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 (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 $20.00 (first copy only), nonmembers
US$192.00 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©2013 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.2013.2246692

IEEE SIGNAL PROCESSING[MAGAZINE
MAY 2013
www.signalprocessingsociety.org
35] MAY[1]
2013

[columns]
2 fROM thE EdItOR
Dissemination of Research Findings:
What Role Can We Play?
Abdelhak Zoubir

4 PRESIdENt'S MESSAGE
Membership
K.J. Ray Liu

10 REAdER'S ChOICE
Top Downloads in IEEE Xplore

172 dSP hIStORy
History, Applications, and
Subsequent Development
of the FXLMS Algorithm
Dennis R. Morgan

177 APPLICAtIONS CORNER
Subpixel Rendering: From Font
Rendering to Image Subsampling
Lu Fang, Oscar C. Au,
and Ngai-Man Cheung

183 LECtuRE NOtES
Gaussian Assumption: The Least
Favorable but the Most Useful
Sangwoo Park, Erchin Serpedin,
and Khalid Qaraqe

187 BESt Of thE wEB
TechWare: Spoken Language
Understanding Resources
Gokhan Tur, Ye-Yi Wang,
and Dilek Hakkani-Tür

190 dSP fORuM
Video Surveillance: Past, Present,
and Now the Future
Fatih Porikli, François Brémond,
Shiloh L. Dockstader, James Ferryman,
Anthony Hoogs, Brian C. Lovell,
Sharath Pankanti, Bernhard Rinner,
Peter Tu, and Péter L. Venetianer

[Departments]
6 SOCIEty NEwS
199 dAtES AhEAd


http://www.iStockphoto.com/ http://www.signalprocessingsociety.org

Table of Contents for the Digital Edition of Content Gazette - May 2013

Content Gazette - May 2013 - Cover1
Content Gazette - May 2013 - Cover2
Content Gazette - May 2013 - 1
Content Gazette - May 2013 - 2
Content Gazette - May 2013 - 3
Content Gazette - May 2013 - 4
Content Gazette - May 2013 - 5
Content Gazette - May 2013 - 6
Content Gazette - May 2013 - 7
Content Gazette - May 2013 - 8
Content Gazette - May 2013 - 9
Content Gazette - May 2013 - 10
Content Gazette - May 2013 - 11
Content Gazette - May 2013 - 12
Content Gazette - May 2013 - 13
Content Gazette - May 2013 - 14
Content Gazette - May 2013 - 15
Content Gazette - May 2013 - 16
Content Gazette - May 2013 - 17
Content Gazette - May 2013 - 18
Content Gazette - May 2013 - 19
Content Gazette - May 2013 - 20
Content Gazette - May 2013 - 21
Content Gazette - May 2013 - 22
Content Gazette - May 2013 - 23
Content Gazette - May 2013 - 24
Content Gazette - May 2013 - 25
Content Gazette - May 2013 - 26
Content Gazette - May 2013 - 27
Content Gazette - May 2013 - 28
Content Gazette - May 2013 - 29
Content Gazette - May 2013 - 30
Content Gazette - May 2013 - 31
Content Gazette - May 2013 - 32
Content Gazette - May 2013 - 33
Content Gazette - May 2013 - 34
Content Gazette - May 2013 - 35
Content Gazette - May 2013 - 36
Content Gazette - May 2013 - 37
Content Gazette - May 2013 - 38
Content Gazette - May 2013 - 39
Content Gazette - May 2013 - 40
Content Gazette - May 2013 - 41
Content Gazette - May 2013 - Cover3
Content Gazette - May 2013 - Cover4
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_202007
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_202006
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_202005
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_202004
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_202003
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_202002
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_202001
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201912
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201911
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201910
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201909
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201908
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201907
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201906
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201905
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201904
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201903
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201902
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201901
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201812
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201811
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201810
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201809
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201808
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201807
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201806
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201805
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201804
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201803
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201802
https://www.nxtbook.com/nxtbooks/ieee/contentgazette_201801
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_1217
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_1117
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_1017
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0917
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0817
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0717
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0617
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0517
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0417
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0317
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0217
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0117
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_1216
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_1116
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_1016
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0916
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0816
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0716
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0616
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0516
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0416
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0316
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0216
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0116
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_1215
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_1115
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_1015
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0915
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0815
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0715
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0615
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0515
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0415
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0315
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0215
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0115
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_1214
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_1114
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_1014
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0914
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0814
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0714
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0614
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0514
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0414
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0314
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0214
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0114
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_1213
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_1113
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_1013
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0913
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0813
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0713
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0613
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0513
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0413
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0313
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0213
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0113
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_1212
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_1112
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_1012
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0912
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0812
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0712
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0612
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0512
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0412
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0312
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0212
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0112
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_1211
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_1111
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_1011
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0911
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0811
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0711
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0611
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0511
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0411
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0311
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0211
https://www.nxtbook.com/nxtbooks/ieee/content_gazette_0111
https://www.nxtbookmedia.com