Stibor, T. ; Timmis, J. ; Eckert, C. (2006)
On the Use of Hyperspheres in Artificial Immune Systems as Antibody Recognition Regions.
5th International Conference (ICARIS 2006). Oeiras, Portugal (04.09.2006-06.09.2006)
doi: 10.1007/11823940_17
Konferenzveröffentlichung, Bibliographie
Kurzbeschreibung (Abstract)
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.
| Typ des Eintrags: | Konferenzveröffentlichung |
|---|---|
| Erschienen: | 2006 |
| Autor(en): | Stibor, T. ; Timmis, J. ; Eckert, C. |
| Art des Eintrags: | Bibliographie |
| Titel: | On the Use of Hyperspheres in Artificial Immune Systems as Antibody Recognition Regions |
| Sprache: | Englisch |
| Publikationsjahr: | 2006 |
| Ort: | Berlin |
| Verlag: | Springer |
| Buchtitel: | Artificial immune systems : 5th International Conference, ICARIS 2006, Oeiras, Portugal, September 4 - 6, 2006 |
| Reihe: | Lecture notes in computer science |
| Band einer Reihe: | 4163 |
| Veranstaltungstitel: | 5th International Conference (ICARIS 2006) |
| Veranstaltungsort: | Oeiras, Portugal |
| Veranstaltungsdatum: | 04.09.2006-06.09.2006 |
| DOI: | 10.1007/11823940_17 |
| Kurzbeschreibung (Abstract): | 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. |
| Fachbereich(e)/-gebiet(e): | 20 Fachbereich Informatik |
| Hinterlegungsdatum: | 20 Nov 2008 08:25 |
| Letzte Änderung: | 29 Nov 2024 10:03 |
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