Content Gazette - July 2013 - 34

[VOLuME 30 NuMBER 4]

[contents]
[special section-aDvances in Kernel-BaseD
learning for signal processing]
14 fROM thE GuESt EdItORS
Klaus-Robert Müller, Tülay Adali,
Kenji Fukumizu, José C. Principe,
and Sergios Theodoridis

16 KERNEL MuLtIvARIAtE
ANALySIS fRAMEwORK
fOR SuPERvISEd
SubSPACE LEARNING
Jerónimo Arenas-García, Kaare Brandt
Petersen, Gustavo Camps-Valls,
and Lars Kai Hansen

30 ENtROPy-RELEvANt
dIMENSIONS IN thE KERNEL
fEAtuRE SPACE
Robert Jenssen

40 GAuSSIAN PROCESSES
fOR NONLINEAR
SIGNAL PROCESSING
Fernando Pérez-Cruz, Steven
Van Vaerenbergh, Juan José
Murillo-Fuentes, Miguel LázaroGredilla, and Ignacio Santamaría

51 SPAtIOtEMPORAL LEARNING

vIA INfINItE-dIMENSIONAL
bAyESIAN fILtERING
ANd SMOOthING
Simo Särkkä, Arno Solin,
and Jouni Hartikainen

62 ANALyZING LOCAL StRuCtuRE
IN KERNEL-bASEd LEARNING
Grégoire Montavon, Mikio
L. Braun, Tammo Krueger,
and Klaus-Robert Müller

75 dIffuSION MAPS fOR
SIGNAL PROCESSING
Ronen Talmon,
Israel Cohen, Sharon Gannot,
and Ronald R. Coifman

87 KERNEL-bASEd MEthOdS
fOR hyPOthESIS tEStING
Zaid Harchaoui, Francis Bach,
Olivier Cappé, and Éric Moulines

98 KERNEL EMbEddINGS Of
CONdItIONAL dIStRIbutIONS
Le Song, Kenji Fukumizu,
and Arthur Gretton

112 NONPARAMEtRIC bASIS
PuRSuIt vIA SPARSE
KERNEL-bASEd LEARNING

[cover] ©istockphoto.com/
Natal'ya BoNdareNko

Juan Andrés Bazerque
and Georgios B. Giannakis

126 KERNEL-bASEd LEARNING
fOR StAtIStICAL SIGNAL
PROCESSING IN COGNItIvE
RAdIO NEtwORKS
Guoru Ding, Qihui Wu, Yu-Dong Yao,
Jinlong Wang, and Yingying Chen

137 KERNELIZAtION Of
tENSOR-bASEd MOdELS fOR
MuLtIwAy dAtA ANALySIS
Qibin Zhao, Guoxu Zhou, Tülay Adali,
Liqing Zhang, and Andrzej Cichocki

149 KERNEL MEthOdS
ON SPIKE tRAIN SPACE
fOR NEuROSCIENCE
Il Memming Park, Sohan Seth,
António R.C. Paiva, Lin Li,
and José C. Príncipe

[columns]
2 fROM thE EdItOR
Diversification of Signal Processing
Research: A Potential for
More Growth?
Abdelhak Zoubir

4 PRESIdENt'S MESSAGE
Sign onto Technical Committees
K.J. Ray Liu

6 SPECIAL REPORtS
New Directions in Audio
and Acoustics Research
John Edwards
Machine-to-Machine Connectivity
Market Is Booming
Ron Schneiderman

162 dSP tIPS & tRICKS
Simple Formulas for Bias and Mean
Square Error Computation
H.C. So, Y.T. Chan, K.C. Ho,
and Yuan Chen

166 LECtuRE NOtES
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Digital Object Identifier 10.1109/MSP.2013.2260417

www.signalprocessingsociety.org
[34MAGAZINE
] JULY 2013
IEEE SIGNAL PROCESSING
[1] juLy 2013

An Introduction to Box
Particle Filtering
Amadou Gning, Branko Ristic,
Lyudmila Mihaylova,
and Fahed Abdallah

172 bESt Of thE wEb
The Consumer Digital Video Library
Margaret H. Pinson

[Department]
176 dAtES AhEAd

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