Sklearn Polynomial

Polynomial regression is a special case of linear regression, which generates a new feature matrix consisting of all polynomial combinations of the features with degree less than or equal to the specified degree.

Type

transform

Class

fire.nodes.sklearn.NodeSklearnPolynomial

Fields

Name

Title

Description

targetCol

Target Column

The label column for model fitting

degree

Degree

The degree of the polynomial features. Default = 2.

interactiononly

Interaction Only

If true, only interaction features are produced: features that are products of at most degree distinct input features (so not``x[1] ** 2``, x[0] * x[2] ** 3, etc.)

includebias

Include Bias

True (default), then include a bias column, the feature in which all polynomial powers are zero.