A scalable and distributed dendritic cell algorithm for big data classification

Zaineb Chelly Dagdia

Allbwn ymchwil: Cyfraniad at gyfnodolynErthygladolygiad gan gymheiriaid

17 Dyfyniadau(SciVal)
283 Wedi eu Llwytho i Lawr (Pure)

Crynodeb

In the era of big data, scaling evolution up to large-scale data sets is a very interesting and challenging task. The application of standard biological systems in such data sets is not straightforward. Therefore, a new class of scalable biological systems that embraces the huge storage and processing capacity of distributed platforms is required. In this work, we focus on the Dendritic Cell Algorithm (DCA), a bio-inspired classifier, and its limitation when coping with very large data sets. 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
Rhif yr erthygl100432
CyfnodolynSwarm and Evolutionary Computation
Cyfrol50
Dyddiad ar-lein cynnar01 Medi 2018
Dynodwyr Gwrthrych Digidol (DOIs)
StatwsCyhoeddwyd - 01 Tach 2019

Ôl bys

Gweld gwybodaeth am bynciau ymchwil 'A scalable and distributed dendritic cell algorithm for big data classification'. Gyda’i gilydd, maen nhw’n ffurfio ôl bys unigryw.

Dyfynnu hyn