Skip to content

Provide option for input scaling as a vector #291

@MartinuzziFrancesco

Description

@MartinuzziFrancesco

In A Practical Guide to Applying Echo State Networks the author suggests to scale the columns of the input matrix individually. At the moment this option is not available, but it could be useful to introduce.

The idea would be that the keyword scaling can be either a number or an array. In the case it's an array then each column is scaled according to the values of that array i.e. scaling = [(-0.1, 0.1), (-0.3, 0.3)]. At the same time we could also relax the scaling itself, making it easier to control the bounds of the distribution

Metadata

Metadata

Assignees

No one assigned

    Labels

    enhancementNew feature or requestinitsinitializers for internal matrices

    Type

    No type

    Projects

    No projects

    Milestone

    No milestone

    Relationships

    None yet

    Development

    No branches or pull requests

    Issue actions