Evolutionary algorithms in theory and practice: evolution strategies, evolutionary programming, genetic algorithms
A distributed architecture for a self-adaptive computer virus immune system
New ideas in optimization
Artficial Immune Systems and Their Applications
Artficial Immune Systems and Their Applications
Artificial Immune Systems: A New Computational Intelligence Paradigm
Artificial Immune Systems: A New Computational Intelligence Paradigm
CDIS: Towards a Computer Immune System for Detecting Network Intrusions
RAID '00 Proceedings of the 4th International Symposium on Recent Advances in Intrusion Detection
ISADS '99 Proceedings of the The Fourth International Symposium on Autonomous Decentralized Systems
Data Mining Methods for Detection of New Malicious Executables
SP '01 Proceedings of the 2001 IEEE Symposium on Security and Privacy
An immunological model of distributed detection and its application to computer security
An immunological model of distributed detection and its application to computer security
The Art of Computer Virus Research and Defense
The Art of Computer Virus Research and Defense
An evolutionary algorithm to generate hyper-ellipsoid detectors for negative selection
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Architecture for an Artificial Immune System
Evolutionary Computation
How Do We Evaluate Artificial Immune Systems?
Evolutionary Computation
A study of cross-validation and bootstrap for accuracy estimation and model selection
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
An artificial immune system architecture for computer securityapplications
IEEE Transactions on Evolutionary Computation
An immunity-based technique to characterize intrusions in computernetworks
IEEE Transactions on Evolutionary Computation
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
Computer defense using artificial intelligence
SpringSim '07 Proceedings of the 2007 spring simulation multiconference - Volume 3
Simulation of the impact of retroviruses on genome organization of an artificial organism
CIBCB'09 Proceedings of the 6th Annual IEEE conference on Computational Intelligence in Bioinformatics and Computational Biology
ICARIS'07 Proceedings of the 6th international conference on Artificial immune systems
Virus detection using clonal selection algorithm with Genetic Algorithm (VDC algorithm)
Applied Soft Computing
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In the search for a robust and efficient algorithm to be used for computer virus detection, we have developed an artificial immune system genetic algorithm (REALGO) based on the human immune system's use of reverse transcription ribonucleic acid (RNA). The REALGO algorithm provides memory such that during a complex search the algorithm can revert back to and attempt to mutate in a different "direction" in order to escape local minima. In lieu of non-existing virus generic templates, validation is addressed by using an appropriate variety of function optimizations with landscapes believed to be similar to that of virus detection. It is empirically shown that the REALGO algorithm finds "better" solutions than other evolutionary strategies in four out of eight test functions and finds equally "good" solutions in the remaining four optimization problems.