[Hawkular-dev] Hawkular Data Mining 0.1.0.Final Release
Thomas Heute
theute at redhat.com
Fri Apr 22 03:15:32 EDT 2016
Great stuff, thanks !
On Thu, Apr 21, 2016 at 2:08 PM, Pavol Loffay <ploffay at redhat.com> wrote:
> Blog post is available here
> http://www.hawkular.org/blog/2016/04/21/datamining-first-release.html
>
>
> Pavol
>
> On Thu, Apr 21, 2016 at 10:02 AM, Thomas Segismont <tsegismo at redhat.com>
> wrote:
>
>> 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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>>
>>
>
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