Introducing Dendritic Cells as a Novel Immune-Inspired Algorithm for Anomoly Detection

04/19/2010
by   Julie Greensmith, et al.
0

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.

READ FULL TEXT
research
03/03/2010

Information Fusion for Anomaly Detection with the Dendritic Cell Algorithm

Dendritic cells are antigen presenting cells that provide a vital link b...
research
02/01/2010

Dendritic Cells for SYN Scan Detection

Artificial immune systems have previously been applied to the problem of...
research
07/22/2009

Artificial Dendritic Cells: Multi-faceted Perspectives

Dendritic cells are the crime scene investigators of the human immune sy...
research
08/07/2023

Implementing Immune Repertoire Models Using Weighted Finite State Machines

The adaptive immune system's T and B cells can be viewed as large popula...
research
01/13/2010

Cooperative Automated Worm Response and Detection Immune Algorithm

The role of T-cells within the immune system is to confirm and assess an...
research
03/15/2021

Increased Complexity and Fitness of Artificial Cells that Reproduce Using Spatially Distributed Asynchronous Parallel Processes

Replication time is among the most important components of a bacterial c...
research
01/14/2010

Dendritic Cells for Anomaly Detection

Artificial immune systems, more specifically the negative selection algo...

Please sign up or login with your details

Forgot password? Click here to reset