Feature generation

This generator generates A+B and A-B features, for each pair of numerical features.

The following features with missing values as "Keep empty" will be discarded from pairwise combinations for compatible algorithms: {{feature}}{{$last ? '.' : ','}}

This will generate {{numericPairs * 2}} additional features

This generator generates A*B features, for each pair of numerical features.

The following features with missing values as "Keep empty" will be discarded from pairwise combinations for compatible algorithms: {{feature}}{{$last ? '.' : ','}}

This will generate {{numericPairs}} additional features

This generator generates pairwise interactions between features:

  • Numerical features will be multiplied
  • Numerical and categorical features will produce a dummies multiplied by the numerical feature.
  • Two categorical features will produce dummies in the cross-product of the two features
Interaction between
and
Maximum number of generated columns (0 for unlimited)
Rescale the resulting feature