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#3 prepare 5.5.1.2 release
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README.adoc

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@@ -97,6 +97,9 @@ The `linreg_stats` aggregation computes statistics for the estimated linear regr
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`rss`:: Residual sum of squares as a measure of the discrepancy between the data and the estimated model.
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The lower the `rss` number, the smaller the error of the prediction, and the better the model.
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`mse`:: Mean squared error or rather `rss` divided by the number of documents consumed for model estimation.
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`r2`:: Coefficient of determination, denoted R², as a statistical measure of how well the regression model
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approximates the real data points. R² ranges from 0 to 1, where 1 indicates that the estimated hypothesis function perfectly fits the data.
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(Available since 5.5.1.2)
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`coefficients`:: Estimated coefficients
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image:http://latex.codecogs.com/gif.latex?\theta_0,%20\theta_1,%20\theta_2,%20\theta_3,.%20.%20.,%20\theta_C%20[]
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of the linear linear hypothesis function ``h(x)``.
@@ -128,13 +131,14 @@ and the last for the response variable. The above request returns the following
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...
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"aggregations": {
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"house_prices": {
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"rss": 49523788338938.734,
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"mse": 63410740510.80504,
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"rss": 49523788338938.75,
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"mse": 63410740510.80505,
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"r2": 0.4788369924642064,
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"coefficients": [
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47553.18737564783,
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-100544.0725894584,
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45981.15827544966,
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309.6013051477475
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47553.1873756476,
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-100544.07258945837,
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45981.15827544975,
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309.6013051477474
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]
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}
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}
@@ -167,7 +171,7 @@ matrix which matches your Elasticsearch version and use the download link for th
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[source]
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----
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./bin/elasticsearch-plugin install https://github.com/scaleborn/elasticsearch-linear-regression/releases/download/5.5.1.1/elasticsearch-linear-regression-5.5.1.1.zip
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./bin/elasticsearch-plugin install https://github.com/scaleborn/elasticsearch-linear-regression/releases/download/5.5.1.2/elasticsearch-linear-regression-5.5.1.2.zip
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----
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The plugin will be installed under the name "linear-regression".
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Do not forget to restart the node after installing.
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[frame="all"]
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|===
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| Plugin version | Elasticsearch version | Release date
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| https://github.com/scaleborn/elasticsearch-linear-regression/releases/download/5.5.1.2/elasticsearch-linear-regression-5.5.1.2.zip[5.5.1.2] | 5.5.1 | Aug 29, 2017
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| https://github.com/scaleborn/elasticsearch-linear-regression/releases/download/5.5.1.1/elasticsearch-linear-regression-5.5.1.1.zip[5.5.1.1] | 5.5.1 | Jul 27, 2017
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| https://github.com/scaleborn/elasticsearch-linear-regression/releases/download/5.5.0.1/elasticsearch-linear-regression-5.5.0.1.zip[5.5.0.1] | 5.5.0 | Jul 18, 2017
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| https://github.com/scaleborn/elasticsearch-linear-regression/releases/download/5.3.0.2/elasticsearch-linear-regression-5.3.0.2.zip[5.3.0.2] | 5.3.0 | Jul 16, 2017

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