otsad 0.1.0
Online Time Series Anomaly Detectors
Released Apr 1, 2019 by AlaiƱe Iturria
This package cannot yet be used with Renjin it depends on other packages which are not available:
plotly 4.9.0 and
ggplot2 3.1.1
Dependencies
ggplot2 3.1.1
plotly 4.9.0
sigmoid 0.3.0
reticulate 1.12
Implements a set of online fault detectors for time-series, called: PEWMA see M. Carter et al. (2012) , SD-EWMA and TSSD-EWMA see H. Raza et al. (2015) , KNN-CAD see E. Burnaev et al. (2016) , KNN-LDCD see V. Ishimtsev et al. (2017) and CAD-OSE see M. Smirnov (2018) . The first three algorithms belong to prediction-based techniques and the last three belong to window-based techniques. In addition, the SD-EWMA and PEWMA algorithms are algorithms designed to work in stationary environments, while the other four are algorithms designed to work in non-stationary environments.