Title :
An immunological approach to change detection: algorithms, analysis and implications
Author :
Haeseleer, Patrik D. ; Forrest, Stephanie ; Helman, Paul
Author_Institution :
Dept. of Comput. Sci., New Mexico Univ., Albuquerque, NM, USA
Abstract :
We present new results on a distributable change-detection method inspired by the natural immune system. A weakness in the original algorithm was the exponential cost of generating detectors. Two detector-generating algorithms are introduced which run in linear time. The algorithms are analyzed, heuristics are given for setting parameters based on the analysis, and the presence of holes in detector space is examined. The analysis provider a basis for assessing the practicality of the algorithms in specific settings, and some of the implications are discussed
Keywords :
artificial intelligence; living systems; security of data; change detection; detector space; detector-generating algorithms; distributable change-detection method; immune system; Algorithm design and analysis; Change detection algorithms; Computer science; Computer security; Costs; Detectors; Heuristic algorithms; Immune system; Object detection; Protection;
Conference_Titel :
Security and Privacy, 1996. Proceedings., 1996 IEEE Symposium on
Conference_Location :
Oakland, CA
Print_ISBN :
0-8186-7417-2
DOI :
10.1109/SECPRI.1996.502674