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All Outputs (11)

Migration threshold tuning in the deterministic dendritic cell algorithm (2019)
Book Chapter
Greensmith, J. (2019). Migration threshold tuning in the deterministic dendritic cell algorithm. In C. Martín-Vide, G. Pond, & M. A. Vega-Rodríguez (Eds.), Theory and Practice of Natural Computing: 8th International Conference, TPNC 2019, Kingston, ON, Canada, December 9–11, 2019: proceedings (122-133). Springer. https://doi.org/10.1007/978-3-030-34500-6_8

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 System. This is with a view to the future construction of a DCA augmen... Read More about Migration threshold tuning in the deterministic dendritic cell algorithm.

The dendritic cell algorithm for intrusion detection (2012)
Book Chapter
Gu, F., Greensmith, J., & Aickelin, U. (2012). The dendritic cell algorithm for intrusion detection. In P. Lio, & D. Verma (Eds.), Biologically inspired networking and sensing : algorithms and architectures. IGI Global

As one of the solutions to intrusion detection problems, Artificial Immune Systems (AIS) have shown their advantages. Unlike genetic algorithms, there is no one archetypal AIS, instead there are four major paradigms. Among them, the Dendritic Cell Al... Read More about The dendritic cell algorithm for intrusion detection.

A beginner's guide to systems simulation in immunology (2012)
Book Chapter
Figueredo, G. P., Siebers, P., Aickelin, U., & Foan, S. (2012). A beginner's guide to systems simulation in immunology. In C. A. Coello Coello, J. Greensmith, N. Krasnogor, P. Liò, G. Nicosia, & M. Pavone (Eds.), Artificial immune systems: 11th International Conference, ICARIS 2012, Taormina, Italy, August 28-31, 2012: proceedings. Springer

Some common systems modelling and simulation approaches for immune problems are Monte Carlo simulations, system dynamics, discrete-event simulation and agent-based simulation. These methods, however, are still not widely adopted in immunology researc... Read More about A beginner's guide to systems simulation in immunology.

Personalizing the theme park: psychometric profiling and physiological monitoring (2011)
Book Chapter
Rennick-Egglestone, S., Whitbrook, A., Leygue, C., Greensmith, J., Walker, B., Benford, S., …Rowland, D. (2011). Personalizing the theme park: psychometric profiling and physiological monitoring. In J. A. Konstan, R. Conejo, J. L. Marzo, & N. Oliver (Eds.), User modeling, adaption, and personalization: 19th international conference, UMAP 2011, Girona, Spain, July 11-15, 2011: proceedings. Springer. https://doi.org/10.1007/978-3-642-22362-4_24

Theme parks are important and complex forms of entertainment, with a broad user-base, and with a substantial economic impact. In this paper, we present a case study of an existing theme park, and use this to motivate two research challenges in relati... Read More about Personalizing the theme park: psychometric profiling and physiological monitoring.

Artificial immune systems (2010)
Book Chapter
Greensmith, J., Whitbrook, A., & Aickelin, U. (2010). Artificial immune systems. In M. Gendreau, & J. Potvin (Eds.), Handbook of metaheuristics. Springer

The human immune system has numerous properties that make it ripe for exploitation in the computational domain, such as robustness and fault tolerance, and many different algorithms, collectively termed Artificial Immune Systems (AIS), have been ins... Read More about Artificial immune systems.

Exploration of the dendritic cell algorithm with the duration calculus (2009)
Book Chapter
Gu, F., Greensmith, J., & Aickelin, U. (2009). Exploration of the dendritic cell algorithm with the duration calculus. In P. S. Andrews, J. Timmis, N. D. Owens, U. Aickelin, E. Hart, A. Hone, & A. M. Tyrrell (Eds.), Artificial immune systems: 8th international conference, ICARIS 2009, York, UK, August 9-12, 2009: proceedings. Springer

As one of the newest members in Articial Immune Systems (AIS), the Dendritic Cell Algorithm (DCA) has been applied to a range of problems. These applications mainly belong to the eld of anomaly detection. However, real-time detection, a new challeng... Read More about Exploration of the dendritic cell algorithm with the duration calculus.

DCA for bot detection (2008)
Book Chapter
Al-Hammadi, Y., Aickelin, U., & Greensmith, J. (2008). DCA for bot detection. In IEEE Congress on Evolutionary Computation, 2008: CEC 2008. IEEE

Ensuring the security of computers is a non-trivial task, with many techniques used by malicious users to compromise these systems. In recent years a new threat has emerged in the form of networks of hijacked zombie machines used to perform complex d... Read More about DCA for bot detection.

Further exploration of the Dendritic Cell Algorithm: antigen multiplier and time windows (2008)
Book Chapter
Gu, F., Greensmith, J., & Aickelin, U. (2008). Further exploration of the Dendritic Cell Algorithm: antigen multiplier and time windows. In P. Bentley, D. Lee, & S. Jung (Eds.), Artificial immune systems: 7th international conference, ICARIS 2008, Phuket, Thailand, August 10-13, 2008: proceedings. Springer

As an immune-inspired algorithm, the Dendritic Cell Algorithm (DCA), produces promising performance in the field of anomaly detection. This paper presents the application of the DCA to a standard data set, the KDD 99 data set. The results of differen... Read More about Further exploration of the Dendritic Cell Algorithm: antigen multiplier and time windows.

Articulation and Clarification of the Dendritic Cell Algorithm (2006)
Book Chapter
Greensmith, J., Aickelin, U., & Twycross, J. (2006). Articulation and Clarification of the Dendritic Cell Algorithm. In Artificial Immune Systems: 5th International Conference, ICARIS 2006, Oeiras, Portugal, September 4-6, 2006. ProceedingsSpringer. https://doi.org/10.1007/11823940_31

The Dendritic Cell algorithm (DCA) is inspired by recent work in innate immunity. In this paper a formal description of the DCA is given. The DCA is described in detail, and its use as an anomaly detector is illustrated within the context of computer... Read More about Articulation and Clarification of the Dendritic Cell Algorithm.