+
Skip to content

Add PipeOpClassWeights hyperparameter weights_type #949

@advieser

Description

@advieser

We have something similar with PipeOpClassWeights for "weights_learner" for classification Tasks. Do we want a PipeOp to automatically derive weights to be used in pipelines? Or do we want to refactor PipeOpClassWeights so that it can also add a measure weights column based on class? If so, would we want a separate PipeOp that does the same for regression Tasks?

Either way, this could implement different algorithms for deriving weights such as prevalence weights, inverse prevalence weights, median frequency weights, ... Look for what methods exist, are popular, and/or are implemented in other software.

We should probably think about this before adding multiclass support for PipeOpClassWeights (asked for in #798).

Metadata

Metadata

Assignees

No one assigned

    Labels

    Status: Needs DesignNeeds some thought and design decisions.

    Type

    No type

    Projects

    No projects

    Milestone

    No milestone

    Relationships

    None yet

    Development

    No branches or pull requests

    Issue actions

      点击 这是indexloc提供的php浏览器服务,不要输入任何密码和下载