Theoretical formulation and analysis of the deterministic dendritic cell algorithm

F Gu, J Greensmith, U Aickelin - Biosystems, 2013 - Elsevier
As one of the emerging algorithms in the field of artificial immune systems (AIS), the dendritic
cell algorithm (DCA) has been successfully applied to a number of challenging real-world …

Geometrical insights into the dendritic cell algorithm

T Stibor, R Oates, G Kendall, JM Garibaldi - Proceedings of the 11th …, 2009 - dl.acm.org
This work examines the dendritic cell algorithm (DCA) from a mathematical perspective. By
representing the signal processing phase of the algorithm using the dot product it is shown …

Integrating real-time analysis with the dendritic cell algorithm through segmentation

F Gu, J Greensmith, U Aickelin - … of the 11th Annual conference on …, 2009 - dl.acm.org
As an immune inspired algorithm, the Dendritic Cell Algorithm (DCA) has been applied to a
range of problems, particularly in the area of intrusion detection. Ideally, the intrusion …

[PDF][PDF] Theoretical and empirical extensions of the dendritic cell algorithm

F Gu - 2011 - researchgate.net
Abstract The area of Artificial Immune Systems (AIS) that bridges immunology, computer
science, engineering and mathematics, has gained great interests in the last decade. One of …

The deterministic dendritic cell algorithm

J Greensmith, U Aickelin - International conference on artificial immune …, 2008 - Springer
Abstract The Dendritic Cell Algorithm is an immune-inspired algorithm originally based on
the function of natural dendritic cells. The original instantiation of the algorithm is a highly …

Dendritic cell algorithm with optimised parameters using genetic algorithm

N Elisa, L Yang, N Naik - 2018 IEEE Congress on Evolutionary …, 2018 - ieeexplore.ieee.org
Intrusion detection systems are developed with the abilities to discriminate between normal
and anomalous traffic behaviours. The core challenge in implementing an intrusion …

Migration threshold tuning in the deterministic dendritic cell algorithm

J Greensmith - Theory and Practice of Natural Computing: 8th …, 2019 - Springer
In this paper we explore the sensitivity of the migration threshold parameter in the
Deterministic Dendritic Cell Algorithm (dDCA), one of the four main types of Artificial Immune …

Insights into the antigen sampling component of the dendritic cell algorithm

CJ Musselle - International Conference on Artificial Immune Systems, 2010 - Springer
The aim of this paper is to investigate the antigen sampling component of the deterministic
version of the dendritic cell algorithm (dDCA). To achieve this, a model is presented, and …

Exploration of the dendritic cell algorithm using the duration calculus

F Gu, J Greensmith, U Aickelin - International Conference on Artificial …, 2009 - Springer
As one of the newest members in Artificial Immune Systems (AIS), the Dendritic Cell
Algorithm (DCA) has been applied to a range of problems. These applications mainly …

The functional dendritic cell algorithm: a formal specification with Haskell

J Greensmith, MB Gale - 2017 IEEE Congress on Evolutionary …, 2017 - ieeexplore.ieee.org
The Dendritic Cell Algorithm (DCA) has been described in a number of different ways,
sometimes resulting in incorrect implementations. We believe this is due to previous …