MultivariateAnomalies.jl

Julia Package for detecting multivariate anomalies.
Author milanflach
Popularity
10 Stars
Updated Last
6 Months Ago
Started In
August 2016

MultivariateAnomalies

A julia package for detecting multivariate anomalies.

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

Documentation Build Status Code Coverage
Build Status codecov

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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