-
-
Notifications
You must be signed in to change notification settings - Fork 29
Open
Labels
Status: Needs DesignNeeds some thought and design decisions.Needs some thought and design decisions.
Description
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
Labels
Status: Needs DesignNeeds some thought and design decisions.Needs some thought and design decisions.