Some applications of distributed signal processing

Valcarcel Macua, Sergio and Zazo Bello, Santiago (2014). Some applications of distributed signal processing. In: "XXIX Simposium nacional de la Unión Científica Internacional de Radio (URSI Valencia 2014)", 03/09/2014 - 05/09/2014, Valencia, Spain. pp. 1-4.

Description

Title: Some applications of distributed signal processing
Author/s:
  • Valcarcel Macua, Sergio
  • Zazo Bello, Santiago
Item Type: Presentation at Congress or Conference (Article)
Event Title: XXIX Simposium nacional de la Unión Científica Internacional de Radio (URSI Valencia 2014)
Event Dates: 03/09/2014 - 05/09/2014
Event Location: Valencia, Spain
Title of Book: XXIX Simposium Nacional de la Unión Científica Internacional de Radio (URSI Valencia 2014)
Date: 2014
Subjects:
Faculty: E.T.S.I. Telecomunicación (UPM)
Department: Señales, Sistemas y Radiocomunicaciones
Creative Commons Licenses: Recognition - No derivative works - Non commercial

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Abstract

In this work we review some earlier distributed algorithms developed by the authors and collaborators, which are based on two different approaches, namely, distributed moment estimation and distributed stochastic approximations. We show applications of these algorithms on image compression, linear classification and stochastic optimal control. In all cases, the benefit of cooperation is clear: even when the nodes have access to small portions of the data, by exchanging their estimates, they achieve the same performance as that of a centralized architecture, which would gather all the data from all the nodes.

Funding Projects

TypeCodeAcronymLeaderTitle
Government of SpainCSD2008-00010UnspecifiedUnspecifiedUnspecified

More information

Item ID: 37564
DC Identifier: http://oa.upm.es/37564/
OAI Identifier: oai:oa.upm.es:37564
Deposited by: Memoria Investigacion
Deposited on: 26 Oct 2015 19:20
Last Modified: 06 Jun 2016 19:20
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