A Distributed Dendritic Cell Algorithm for Big Data

Zaineb Chelly Dagdia

Allbwn ymchwil: Pennod mewn Llyfr/Adroddiad/Trafodion CynhadleddTrafodion Cynhadledd (Nid-Cyfnodolyn fathau)

4 Dyfyniadau(SciVal)
192 Wedi eu Llwytho i Lawr (Pure)

Crynodeb

In this work, we focus on the Dendritic Cell Algorithm (DCA), a bio-inspired classifier, and its limitation when coping with very large datasets. To overcome this limitation, we propose a novel distributed DCA version for data classification based on the MapReduce framework to distribute the functioning of this algorithm
through a cluster of computing elements. Our experimental results show that our proposed distributed solution is suitable to enhance the performance of the DCA enabling the algorithm to be applied over big data classification problems.
Iaith wreiddiolSaesneg
TeitlGECCO 2018 Companion - Proceedings of the 2018 Genetic and Evolutionary Computation Conference Companion
Is-deitlGECCO
CyhoeddwrAssociation for Computing Machinery
Tudalennau103-104
Nifer y tudalennau2
ISBN (Electronig)9781450357647
Dynodwyr Gwrthrych Digidol (DOIs)
StatwsCyhoeddwyd - 06 Gorff 2018
DigwyddiadGECCO 2018: The Genetic and Evolutionary Computation Conference - Kyoto, Siapan
Hyd: 15 Gorff 201819 Gorff 2018
http://gecco-2018.sigevo.org

Cynhadledd

CynhadleddGECCO 2018: The Genetic and Evolutionary Computation Conference
Gwlad/TiriogaethSiapan
DinasKyoto
Cyfnod15 Gorff 201819 Gorff 2018
Cyfeiriad rhyngrwyd

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