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  4. Distributed Diffusion Adaptation Over Graph Signals
 
conference paper

Distributed Diffusion Adaptation Over Graph Signals

Nassif, Roula  
•
Richard, Cedric
•
Chen, Jie
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January 1, 2018
2018 Ieee International Conference On Acoustics, Speech And Signal Processing (Icassp)
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

Most works on graph signal processing assume static graph signals, which is a limitation even in comparison to traditional DSP techniques where signals are modeled as sequences that evolve over time. For broader applicability, it is necessary to develop techniques that are able to process dynamic or streaming data. Many earlier works on adaptive networks have addressed problems related to this challenge by developing effective strategies that are particularly well-suited to data streaming into graphs. We are thus faced with two paradigms: one where signals are modeled as static and sitting on the graph nodes, and another where signals are modeled as dynamic and streaming into the graph nodes. The objective of this work is to blend these concepts and propose diffusion strategies for adaptively learning from streaming graph signals.

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Type
conference paper
DOI
10.1109/ICASSP.2018.8461574
Web of Science ID

WOS:000446384604059

Author(s)
Nassif, Roula  
Richard, Cedric
Chen, Jie
Sayed, Ali H.  
Date Issued

2018-01-01

Publisher

IEEE

Publisher place

New York

Published in
2018 Ieee International Conference On Acoustics, Speech And Signal Processing (Icassp)
ISBN of the book

978-1-5386-4658-8

Start page

4129

End page

4133

Subjects

Acoustics

•

Engineering, Electrical & Electronic

•

Engineering

•

graph signal processing

•

streaming graph signals

•

graph filtering

•

diffusion strategies

•

networks

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
ASL  
Event nameEvent placeEvent date
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

Calgary, CANADA

Apr 15-20, 2018

Available on Infoscience
December 13, 2018
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/151935
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