=====================================
Data Reduction With Linear Regression
=====================================
:doc:`/SingleStepClassifiers/NonCausalStep/index`

This step first estimates the parameters of the linear model using the data, then replaces original data by smaller forms of data representation, namely to store only the estimated data parameters.

.. rubric:: Input Parameters

1. Large size of input data

.. rubric:: Output Parameters

1. Reduced data set

.. rubric:: Workflow

.. image:: workflow.svg


.. rubric:: Algorithm

:doc:`/Algorithms/LinearRegression/index`

.. rubric:: References

- J.\  Han, M. Kamber and J. Pei, Data Mining - Concepts and Techniques, 3rd ed., Amsterdam: Morgan Kaufmann Publishers, 2012.