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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
Journal of Systems Architecture
Article . 2006 . Peer-reviewed
License: Elsevier TDM
Data sources: Crossref
DBLP
Article . 2006
Data sources: DBLP
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Evolving classifiers on field programmable gate arrays: Migrating XCS to FPGAs

Authors: BOLCHINI, CRISTIANA; FERRANDI, PAOLO GIACOMO; LANZI, PIER LUCA; SALICE, FABIO;

Evolving classifiers on field programmable gate arrays: Migrating XCS to FPGAs

Abstract

The paper presents the first results of the prototype implementation of the eXtended learning Classifier System (XCS) in hardware and precisely on Field Programmable Gate Arrays. For this purpose we introduce a version of the XCS classifier system completely based on integer arithmetic, that we name XCSi, instead of the usual floating point one, to exploit the peculiarities and overcome the limitations of the hardware platform. We present an analysis of XCSi performance and the guidelines for a hardware implementation, showing that, although there is a dramatic reduction of available precision, the integer version of XCS can reach optimal performance in all problems considered, though it often converges more slowly than the original floating point version. Guidelines for a hardware implementation are provided, by analyzing how XCSi functional components can be designed on an FPGA.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
6
Average
Top 10%
Average
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