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cbar

This R package focuses on tools for detecting anomaly on time series, with Bayesian contextual anomaly detection.

For the details, check cbar webpage.

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Install

install.packages('cbar')

Monthly Downloads

47

Version

0.1.2

License

Apache License 2.0 | file LICENSE

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Maintainer

Kim Seonghyun

Last Published

August 4th, 2017

Functions in cbar (0.1.2)

bsts_model

Create bsts model
bsts_spec_static

Specify bsts model for static linear regression
standardized

Standardized a vector
summarise_anomaly

Summarise anomaly detection result
print.cbar

Print cbar object
response_trajectory

Generate trajectories of the response variable
inference

Infer from predictive posetrior prediction of bsts model
plot_ts

Print time-series plot
summarise_session

Summarise anomaly in session
point_prediction

Get point prediction from posterior means and response trajectories
posterior_mean

Generate posterior mean of the response variable
summarise_incprob

Summarise inclusion probability of model
summarise_pred_error

Summarise prediction error of model
cbar

cbar package
destandardized

Destandardized a vector