[Hawkular-dev] Hawkular Data Mining 0.1.0.Final Release

Thomas Segismont tsegismo at redhat.com
Thu Apr 21 04:02:33 EDT 2016


Congrats Pavol!

2016-04-21 8:30 GMT+02:00 Pavol Loffay <ploffay at redhat.com>:

> Hello Everyone,
>
> I am happy to announce first release 0.1.0.Final of Hawkular Data Mining.
> Release contains several time series models and utility classes for time
> series modelling:
>
> *Time series models*
>
>    - Simple exponential smoothing
>    - Double exponential smoothing (Holt's linear trend)
>    - Seasonal triple exponential smoothing (Holt Winters)
>    - Simple moving average (Weighted moving average)
>    - AutomaticForecaster - which automatically selects the best model
>    - All these models are estimated using maximum likelihood estimation
>    and available for online learning
>
> Time series manipulation & Statistics
>
>    - Augmented Dickey-Fuller test
>    - Autocorrelation function (ACF)
>    - Time series decomposition
>    - Time series lagging
>    - Time series differencing
>    - Automatic period identification
>
>
> If you want to try it with Hawkular: https://goo.gl/R93k02
>
>    1. clone https://github.com/hawkular/hawkular/tree/datamining -
>    hawkular/hawkular branch datamining
>    2. build with -Pdev && run
>    3. enable predictions preferably for every metric
>    https://github.com/hawkular/hawkular-datamining and wait for some time
>    (see below)
>    4. go to the Explorer tab, choose metric and increase forecasting
>    horizon
>
> Data Mining is currently not able to query historical metric data from
> metrics due to authentication issues. However it still receives metrics
> from bus so it is important to enable predictions as soon as possible and
> wait for some time to collect data (or increase collection interval). This
> will be fixed in the next versions.
>
> Thanks to Jiri Kremser and UI team for helping with predictive charts.
>
> Useful links:
>
>    - Docs <http://www.hawkular.org/docs/components/datamining/index.html>
>    - REST API <http://www.hawkular.org/docs/rest/rest-datamining.html>
>
>
> Regards
> Pavol
>
> _______________________________________________
> hawkular-dev mailing list
> hawkular-dev at lists.jboss.org
> https://lists.jboss.org/mailman/listinfo/hawkular-dev
>
>


-- 
Thomas Segismont
JBoss ON Engineering Team
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