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Neuro-Immune and Self-Organizing Map Approaches to Anomaly Detection: A Comparison (2002)  (Make Corrections)  
Fabio González, Dipankar Dasgupta



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Abstract: The purpose of this work is to investigate a hybrid approach (neuro-immune technique) for anomaly detection on time series data. In many anomaly detection applications, only positive (normal) samples are available for training purpose. However, conventional classification algorithms need both positive and negative samples. The proposed approach uses normal samples to generate abnormal samples that are subsequently used as training data for a neural network. The approach is compared... (Update)

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BibTeX entry:   (Update)

@misc{ lez-neuroimmune,
  author = "Fabio González and Dipankar Dasgupta",
  title = "Neuro-Immune and Self-Organizing Map Approaches to Anomaly Detection: A
    Comparison",
  url = "citeseer.ist.psu.edu/543271.html" }
Citations (may not include all citations):
133   IEEE Transactions on Software Engineering (context) - Denning, model
29   Novelty detection in time series data using ideas from immun.. - Dasgupta, Forrest - 1996
6   An adaptive resonance architecture to define normality and d.. (context) - Caudell, Newman - 1993
2   An ImmunityBased Technique to Characterize Intrusions in Com.. (context) - Dagupta, Gonzlez - 2002

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