Polynomial Regression Learner

This Node Is Deprecated — This version of the node has been replaced with a new and improved version. The old version is kept for backwards-compatibility, but for all new workflows we suggest to use the version linked below.
Go to Suggested ReplacementPolynomial Regression Learner

This node performs polynomial regression on the input data and computes the coefficients that minimize the squared error. The user must choose one column as target (dependent variable) and a number of independent variables. By default, polynomials with degree 2 are computed, which can be changed in the dialog.
If the optional PMML inport is connected and contains preprocessing operations in the TransformationDictionary those are added to the learned model.

Options

Regression settings

Target column
The column that contains the dependent "target" variable.
Polynomial degree
The maximum degree the polynomial regression function should have.
Column Selection
Select the columns containing the independent variables and move them to the "include" list.

View settings

Number of data points to show in view
This option can be use to change the number of data points in the node view if e.g. there are too many points. The default value is 10,000 points.

Input Ports

Icon
The input samples, which of the columns are used as independent variables can be configured in the dialog. The input must not contain missing values, you have to fix them by e.g. using the Missing Values node.
Icon
Optional PMML port object containing preprocessing operations.

Output Ports

Icon
Training data classified with the learned model and the corresponding errors.
Icon
The computed regression coefficients as a model for use in the Polynomial Regression Predictor.

Popular Predecessors

  • No recommendations found

Popular Successors

  • No recommendations found

Views

Learned Coefficients
Shows all learned coefficients all attributes.
Scatter Plot
Shows the data points and the regression function in one dimension.

Workflows

  • No workflows found

Links

Developers

You want to see the source code for this node? Click the following button and we’ll use our super-powers to find it for you.

Installation

To use this node in KNIME, install the extension KNIME Base nodes from the below update site following our NodePit Product and Node Installation Guide:

v5.4

A zipped version of the software site can be downloaded here.

Plugin provider: KNIME AG, Zurich, Switzerland
Plugin version: 5.4.0.v202412040959
On NodePit since: 2024-12-06
Last update: 2024-12-21
Tags: Deprecated
KNIME versions: Since v4.2

Deploy, schedule, execute, and monitor your KNIME workflows locally, in the cloud or on-premises – with our brand new NodePit Runner.

Try NodePit Runner!