A lymphocyte-cytokine network inspired algorithm for data analysis

Yang Liu*, Jon Timmis, Tim Clarke

*Awdur cyfatebol y gwaith hwn

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

Crynodeb

In this paper, we propose an algorithm for cluster analysis inspired by the lymphocyte-cytokine network in the immune system. Our algorithm attempts to optimally represent a large data set by its principle subset whilst maximising the data kernel density distribution. Experiments show that the output data set created by our algorithm effectively represents the original input data set, according to the Kullback-Leibler divergence metric. We compare the performance of our approach with the well-known aiNet algorithm and find our approach provides a significant improvement on the representation of the final data set.

Iaith wreiddiolSaesneg
TeitlArtificial Immune Systems - 10th International Conference, ICARIS 2011, Proceedings
CyhoeddwrSpringer Nature
Tudalennau187-197
Nifer y tudalennau11
ISBN (Argraffiad)9783642223709
Dynodwyr Gwrthrych Digidol (DOIs)
StatwsCyhoeddwyd - 2011
Digwyddiad10th International Conference on Artificial Immune Systems, ICARIS 2011 - Cambridge, Teyrnas Unedig Prydain Fawr a Gogledd Iwerddon
Hyd: 18 Gorff 201121 Gorff 2011

Cyfres gyhoeddiadau

EnwLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Cyfrol6825 LNCS
ISSN (Argraffiad)0302-9743
ISSN (Electronig)1611-3349

Cynhadledd

Cynhadledd10th International Conference on Artificial Immune Systems, ICARIS 2011
Gwlad/TiriogaethTeyrnas Unedig Prydain Fawr a Gogledd Iwerddon
DinasCambridge
Cyfnod18 Gorff 201121 Gorff 2011

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