2008 · 163 citations · 31 references
ComputingData ScienceData MiningSequence AnalysisTime Series AnalysisAnomaly DetectionAnomaly Detection In Time SeriesOutlier DetectionSequence MiningSequence Pattern RecognitionAnomaly AnalysisAnomaly Detection BenchmarkingComparative EvaluationCurated Data SetsData-driven Anomaly Detection
We present a comparative evaluation of a large number of anomaly detection techniques on a variety of publicly available as well as artificially generated data sets. Many of these are existing techniques while some are slight variants and/or adaptations of traditional anomaly detection techniques to sequence data.
31
The Pfam Protein Families Database
Alex Bateman · Nucleic Acids Research · 2002 · 14.2K citations · Full text
Algorithms for Clustering Data
Warren S. Sarle, Anil K. Jain, Richard C. Dubes · Technometrics · 1990 · 7.8K citations
Algorithms for clustering data
Bernhard Flury · Journal of Statistical Planning and Inference · 1989 · 6.5K citations
G. David Forney · Proceedings of the IEEE · 1973 · 5.7K citations
An introduction to hidden Markov models
L. R. Rabiner, Biing‐Hwang Juang · IEEE ASSP Magazine · 1986 · 4.8K citations