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MultivariateAnomalies

A julia package for detecting multivariate anomalies.

Keywords: Novelty detection, Anomaly Detection, Outlier Detection, Statistical Process Control, Process Monitoring

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Requirements

  • Julia >= 0.7
  • Julia packages Distances, LIBSVM, Combinatorics, and Linear Algebra.

Installation

  • add the package: ]add MultivariateAnomalies

Documentation

The Documentation is available here.

Reference

The package was implemented by Milan Flach and Fabian Gans, Max Planck Institute for Biogeochemistry, Department Biogeochemical Integration, Jena.

Please cite this package as: Flach, M., Gans, F., Brenning, A., Denzler, J., Reichstein, M., Rodner, E., Bathiany, S., Bodesheim, P., Guanche, Y., Sippel, S., and Mahecha, M. D. (2017): Multivariate anomaly detection for Earth observations: a comparison of algorithms and feature extraction techniques, Earth Syst. Dynam., 8, 677-696, doi:10.5194/esd-8-677-2017.

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Julia Package for detecting multivariate anomalies.

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