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

[Heiko W.Rupp]

Hey Pavol,
this is great - congratulations!


On 21 Apr 2016, at 8:30, Pavol Loffay wrote:

> 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


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