Opened 13 months ago

Last modified 3 months ago

#2857 accepted enhancement

Support integration over values of input variables in the partial dependency plots

Reported by: gkronber Owned by: gkronber
Priority: medium Milestone: HeuristicLab 3.3.16
Component: Problems.DataAnalysis.Views Version:
Keywords: Cc:

Description

Currently, we need to set a value for each inputs and in each partial dependency plot we show a the dependence of the model when changing the corresponding input variable. It should be possible to show the distribution of model outputs also when we assume that selected input values are not known.

Suggestion for the GUI: allow three states for the checkbox list of inputs (show, hide, integrate).

Suggestion for the calculating implementation: instead of replicating the values for fixed variables sample values for the variables from the dataset. It is necessary to sample complete rows when multiple input variables are selected for integration.

Attachments (1)

PDP.patch (23.7 KB) - added by gkronber 12 months ago.

Download all attachments as: .zip

Change History (3)

comment:1 Changed 12 months ago by gkronber

Prepared a preliminary implementation for this feature (see patch)

Changed 12 months ago by gkronber

comment:2 Changed 3 months ago by gkronber

  • Owner set to gkronber
  • Status changed from new to accepted
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