'Introducing Dendritic Cells as a Novel Immune-Inspired Algorithm for Anomaly Detection'
Abstract. Dendritic cells are antigen presenting cells that provide a vital link between the innate and adaptive immune system. Research into this family of cells has revealed that they perform the role of coordinating T-cell based immune responses, both reactive and for generating tolerance. We hav...
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| Format: | Conference or Workshop Item |
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Springer - Verlag
2005
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| Online Access: | https://eprints.nottingham.ac.uk/640/ |
| _version_ | 1848790452017299456 |
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| author | Greensmith, Julie Aickelin, Uwe Cayzer, Steve |
| author_facet | Greensmith, Julie Aickelin, Uwe Cayzer, Steve |
| author_sort | Greensmith, Julie |
| building | Nottingham Research Data Repository |
| collection | Online Access |
| description | Abstract. Dendritic cells are antigen presenting cells that provide a vital link between the innate and adaptive immune system. Research into this family of cells has revealed that they perform the role of coordinating T-cell based immune responses, both reactive and for generating tolerance. We have derived an algorithm based on the functionality of these cells, and have used the signals and differentiation pathways to build a control mechanism for an artificial immune system. We present our algorithmic details in addition to some preliminary results, where the algorithm was applied for the purpose of anomaly detection. We hope that this algorithm will eventually become the key component within a large, distributed immune system, based on sound immunological concepts. |
| first_indexed | 2025-11-14T18:12:50Z |
| format | Conference or Workshop Item |
| id | nottingham-640 |
| institution | University of Nottingham Malaysia Campus |
| institution_category | Local University |
| last_indexed | 2025-11-14T18:12:50Z |
| publishDate | 2005 |
| publisher | Springer - Verlag |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | nottingham-6402020-05-04T20:30:50Z https://eprints.nottingham.ac.uk/640/ 'Introducing Dendritic Cells as a Novel Immune-Inspired Algorithm for Anomaly Detection' Greensmith, Julie Aickelin, Uwe Cayzer, Steve Abstract. Dendritic cells are antigen presenting cells that provide a vital link between the innate and adaptive immune system. Research into this family of cells has revealed that they perform the role of coordinating T-cell based immune responses, both reactive and for generating tolerance. We have derived an algorithm based on the functionality of these cells, and have used the signals and differentiation pathways to build a control mechanism for an artificial immune system. We present our algorithmic details in addition to some preliminary results, where the algorithm was applied for the purpose of anomaly detection. We hope that this algorithm will eventually become the key component within a large, distributed immune system, based on sound immunological concepts. Springer - Verlag 2005 Conference or Workshop Item PeerReviewed Greensmith, Julie, Aickelin, Uwe and Cayzer, Steve (2005) 'Introducing Dendritic Cells as a Novel Immune-Inspired Algorithm for Anomaly Detection'. In: ICARIS-2005, 4th International Conference on Artificial Immune Systems, LNCS 3627, 2005, Banff, Canada. artificial immune systems dendritic cells anomaly detection Danger Theory |
| spellingShingle | artificial immune systems dendritic cells anomaly detection Danger Theory Greensmith, Julie Aickelin, Uwe Cayzer, Steve 'Introducing Dendritic Cells as a Novel Immune-Inspired Algorithm for Anomaly Detection' |
| title | 'Introducing Dendritic Cells as a Novel Immune-Inspired Algorithm for Anomaly Detection' |
| title_full | 'Introducing Dendritic Cells as a Novel Immune-Inspired Algorithm for Anomaly Detection' |
| title_fullStr | 'Introducing Dendritic Cells as a Novel Immune-Inspired Algorithm for Anomaly Detection' |
| title_full_unstemmed | 'Introducing Dendritic Cells as a Novel Immune-Inspired Algorithm for Anomaly Detection' |
| title_short | 'Introducing Dendritic Cells as a Novel Immune-Inspired Algorithm for Anomaly Detection' |
| title_sort | 'introducing dendritic cells as a novel immune-inspired algorithm for anomaly detection' |
| topic | artificial immune systems dendritic cells anomaly detection Danger Theory |
| url | https://eprints.nottingham.ac.uk/640/ |