Accelerating Immunos 99

Paul Taylor, Fiona A.C. Polack, Jon Timmis

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

2 Dyfyniadau(SciVal)

Crynodeb

Immunos 99 is a classification algorithm based upon the principles of Artificial Immune Systems (AIS). AIS algorithms can provide alternatives to classical techniques such as decision trees for classification tasks. Immunos 99 provides one alternative however the algorithm and implementations have some room for performance improvement. This paper discusses improvements made to Immunos 99 and its reference implementation to improve runtime performance. The new algorithm/implementation results in an approximate 40% reduction in run time on test data. The paper closes with a proposal for an implementation of the Immunos 99 algorithm that is suitable for use on map/reduce clusters.

Iaith wreiddiolSaesneg
TeitlProceedings of the 12th European Conference on the Synthesis and Simulation of Living Systems
Is-deitlAdvances in Artificial Life, ECAL 2013
CyhoeddwrMIT Press Journals
Tudalennau893-898
Nifer y tudalennau6
ISBN (Electronig)9780262317092
Dynodwyr Gwrthrych Digidol (DOIs)
StatwsCyhoeddwyd - 2013
Digwyddiad12th European Conference on the Synthesis and Simulation of Living Systems: Advances in Artificial Life, ECAL 2013 - Sicily, Yr Eidal
Hyd: 02 Medi 201306 Medi 2013

Cyfres gyhoeddiadau

EnwProceedings of the 12th European Conference on the Synthesis and Simulation of Living Systems: Advances in Artificial Life, ECAL 2013

Cynhadledd

Cynhadledd12th European Conference on the Synthesis and Simulation of Living Systems: Advances in Artificial Life, ECAL 2013
Gwlad/TiriogaethYr Eidal
DinasSicily
Cyfnod02 Medi 201306 Medi 2013

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