On the use of hyperspheres in artificial immune systems as antibody recognition regions

Thomas Stibor*, Jonathan Timmis, Claudia Eckert

*Awdur cyfatebol y gwaith hwn

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

38 Dyfyniadau(SciVal)

Crynodeb

Using hyperspheres as antibody recognition regions is an established abstraction which was initially proposed by theoretical immunologists for use in the modeling of antibody-antigen interactions. This abstraction is also employed in the development of many artificial immune system algorithms. Here, we show several undesirable properties of hyperspheres, especially when operating in high dimensions and discuss the problems of hyperspheres as recognition regions and how they have affected overall performance of certain algorithms in the context of real-valued negative selection.

Iaith wreiddiolSaesneg
TeitlArtificial Immune Systems - 5th International Conference, ICARIS 2006. Proceedings
GolygyddionHugues Bersini, Jorge Carneiro
CyhoeddwrSpringer Nature
Tudalennau215-228
Nifer y tudalennau14
ISBN (Argraffiad)3540377492, 9783540377498
Dynodwyr Gwrthrych Digidol (DOIs)
StatwsCyhoeddwyd - 2006
Digwyddiad5th International Conference on Artificial Immune Systems, ICARIS 2006 - Oeiras, Portiwgal
Hyd: 04 Medi 200606 Medi 2006

Cyfres gyhoeddiadau

EnwLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Cyfrol4163 LNCS
ISSN (Argraffiad)0302-9743
ISSN (Electronig)1611-3349

Cynhadledd

Cynhadledd5th International Conference on Artificial Immune Systems, ICARIS 2006
Gwlad/TiriogaethPortiwgal
DinasOeiras
Cyfnod04 Medi 200606 Medi 2006

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