Welcome to the website of the Danger Project. We are an interdisciplinary team of researchers exploring a new immunological paradigm - the Danger Theory and its implications for the human immune system and for artificial immune systems. The concept of self non-self discrimination performed by the immune system has been the cornerstone of immunology for the last half century. However, questions have been raised regarding the validity of the self non-self paradigm, due to its inability to explain a number of documented phenomenon. For example it cannot explain why autoimmune diseases can occur, or why we do not react to our changing body during pregnancy or food in our intestines. The Danger Theory offers an alternative: the immune system reacts when danger is detected, not non-self.
Our work looks at two aspects of the danger model. Our immunologists are examining how potential danger signals affect the cells of the immune system. In collaboration with the immunology team, the computer scientists are researching how the incorporation of the danger model can be used in the improvement of artificial immune systems which have formerly relied on inspiration based on self non-self principles, in order to build anomaly detection systems for computer networks.
Journal Papers |
| Author(s) |
Title |
Publisher |
Page |
Year |
| Julie Greensmith, Uwe Aickelin, Gianni Tedesco |
Information Fusion for Anomaly Detection with the Dendritic Cell Algorithm |
Information Fusion 11 (1) |
21-34 |
2010 |
| Yousof Al-Hammadi, Uwe Aickelin, Julie Greensmith |
Performance Evaluation of DCA and SRC on a Single Bot Detection |
Journal of Information Assurance and Security 5 (1) |
265-275 |
2010 |
| Julie Greensmith, Jan Feyereisl, Uwe Aickelin |
The DCA:SOMe Comparison A comparative study between two biologically-inspired algorithms |
Evolutionary Intelligence 1 (2) |
85-112 |
2008 |
| Jungwon Kim, Peter Bentley, Uwe Aickelin, Julie Greensmith, Gianni Tedesco, Jamie Twycross |
Immune System Approaches to Intrusion Detection - A Review |
Natural Computing 6 (4) |
413-466 |
2007 |
| Uwe Aickelin, Julie Greensmith |
Sensing Danger: Innate Immunology for Intrusion Detection |
Elsevier Information Security Technical Reports 12 (4) |
218-227 |
2007 |
Conference Papers |
| Author(s) |
Title |
Publisher |
Page |
Year |
| Feng Gu, Julie Greensmith, Robert Oates and Uwe Aickelin |
PCA 4 DCA: The Application Of Principal Component Analysis To The Dendritic Cell Algorithm |
Proceedings of the 9th Annual Workshop on Computational Intelligence (UKCI 2009), Nottingham, UK |
|
2009 |
| Feng Gu, Julie Greensmith, Uwe Aickelin |
Integrating Real-Time Analysis With The Dendritic Cell Algorithm Through Segmentation |
Proceedings of Genetic and Evolutionary Computation Conference (GECCO 2009), Montreal, Canada |
1203-1210 |
2009 |
| Feng Gu, Julie Greensmith, Uwe Aickelin |
Exploration Of The Dendritic Cell Algorithm With The Duration Calculus |
Proceedings of the 8th International Conference on Artificial Immune Systems (ICARIS 2009), Lecture Notes in Computer Science 5666, York, UK |
54-66 |
2009 |
| Feng Gu, Julie Greensmith, Uwe Aickelin |
Further Exploration of the Dendritic Cell Algorithm: Antigen Multiplier and Time Windows |
Proceedings of the 7th International Conference on Artificial Immune Systems (ICARIS 2008), Phuket, Thailand |
142-153 |
2008 |
| Julie Greensmith, Uwe Aickelin |
The Deterministic Dendritic Cell Algorithm |
Proceedings of the 7th International Conference on Artificial Immune Systems (ICARIS 2008), Phuket, Thailand |
291-303 |
2008 |
| Yousof Al-Hammadi, Uwe Aickelin, Julie Greensmith |
DCA for Bot Detection |
Proceedings of the IEEE World Congress on Computational Intelligence
(WCCI2008), Hong Kong |
1807-1816 |
2008 |
| Feng Gu, Uwe Aickelin, Julie Greensmith |
An Agent-based Classification Model |
Proceedings of 9th European Agent Systems Summer School, Durham, UK |
|
2007 |
| Julie Greensmith, Uwe Aickelin |
Dendritic Cells for SYN Scan Detection |
Proceedings of the Genetic and Evolutionary Computation Conference
(GECCO 2007) |
49-56 |
2007 |
| Robert Oates, Julie Greensmith, Uwe Aickelin, Jonathan M. Garibaldi, Graham Kendall |
The Application of a Dendritic Cell Algorithm to a Robotic Classifier |
Proceedings of the 6th International Conference on Artificial Immune
Systems (ICARIS2007), Lecture Notes in Computer Science 4628, Santos,
Brazil |
204-215 |
2007 |
| Julie Greensmith, Jamie Twycross, Uwe Aickelin |
Dendritic Cells for Anomaly Detection |
Proceedings of the IEEE Congress on Evolutionary Computation (CEC2006),
Vancouver, Canada |
664-671 |
2006 |
| Julie Greensmith, Uwe Aickelin |
Dendritic Cells for Real-Time Anomaly Detection |
Proceedings of the Workshop on Artificial Immune Systems and Immune System Modelling (AISB06), Bristol, UK |
7-8 |
2006 |
| Julie Greensmith, Uwe Aickelin, Jamie Twycross |
Articulation and Clarification of the Dendritic Cell Algorithm |
Proceedings of the 5th International Conference on Artificial Immune Systems, Oeiras, Portugal |
404-417 |
2006 |
| Julie Greensmith, Uwe Aickelin, Steve Cayzer |
Introducing Dendritic Cells as a Novel Immune-Inspired Algorithm for Anomoly Detection |
Proceedings of the 4th International Conference on Artificial Immune Systems (ICARIS2005), Lecture Notes in Computer Science 3627, Banff, Canada |
153-167 |
2005 |
| Jungwon Kim, Julie Greensmith, Jamie Twycross, Uwe Aickelin |
Malicious Code Execution Detection and Response Immune System inspired by the Danger Theory |
Proceedings of Adaptive and Resilient Computing Security Workshop (ARCS-05), Santa Fe, USA |
|
2005 |
| Peter Bentley, Julie Greensmith, Supiya Ujjin. |
Two Ways To Grow Tissue for Artificial Immune Systems |
Proceedings of the 4th International Conference on Artificial Immune Systems (ICARIS2005), Lecture Notes in Computer Science 3627, Banff, Canada |
139-152 |
2005 |
| Julie Greensmith, Uwe Aickelin, Jamie Twycross |
Detecting Danger: Applying a Novel Immunological Concept to Intrusion Detection Systems |
Proceedings of the 6th International Conference in Adaptive Computing in Design and Manufacture (ACDM2004), Bristol, UK |
|
2004 |
| Uwe Aickelin, Julie Greensmith, Jamie Twycross |
Immune System Approaches to Intrusion Detection - A Review |
Proceedings of the 3rd International Conference on Artificial Immune
Systems (ICARIS) |
316-329 |
2004 |
| Julie Greensmith, Steve Cayzer |
An Artificial Immune Approach to Semantic Document Classification |
Proceedings of the 2nd International Conference on Artificial Immune Systems (ICARIS2003), LNCS 2787, Edinburgh, UK |
136-146 |
2003 |
Book Chapters |
| Author(s) |
Title |
Publisher |
Page |
Year |
| Julie Greensmith, Amanda Whitbrook, Uwe Aickelin |
Artificial Immune Systems |
Handbook of Metaheuristics, 2nd edition, Chapter 14 - Springer |
tba |
2010 |
| Julie Greensmith, Uwe Aickelin |
Artificial Dendritic Cells: Multi-faceted Perspectives |
Human-Centric Information Processing Through Granular Modelling |
375-395 |
2009 |
| Julie Greensmith, Uwe Aickelin, Steve Cayzer |
Detecting Danger: The Dendritic Cell Algorithm |
Robust Intelligent Systems 12 |
89-112 |
2008 |
Research Reports |
| Author(s) |
Title |
Publisher |
Page |
Year |
| Julie Greensmith |
The Dendritic Cell Algorithm |
PhD Thesis, School of Computer Science, University of Nottingham |
|
2007 |
| Julie Greensmith, Uwe Aickelin, Steve Cayzer |
Introducing Dendritic Cells as a Novel Immune-Inspired Algorith for
Anomoly Detection |
Research Report HPL-2005-117 |
|
2005 |
| Julie Greensmith |
New Frontiers for an Artificial Immune System |
MSc Thesis, University of Leeds |
|
2003 |