2003 · 99 citations · 5 references
ComputingComputer ScienceComputer SecurityData MiningMachine LearningAnomaly DetectionDimensionality ReductionAnomaly AnalysisData Anomaly DetectionData-driven Anomaly DetectionHigh-dimensional Anomaly DetectionMultidimensional Data ModelingNegative Selection
While dealing with sensitive personnel data, the data have to be maintained to preserve integrity and usefulness. The mechanisms of the natural immune system are very promising in this area, it being an efficient anomaly or change detection system. This paper reports anomaly detection results with single and multidimensional data sets using the negative selection algorithm developed by Forrest et al. (1994).
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Self-Nonself Discrimination in a Computer
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Immunology as Information Processing
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