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Opened 9 years ago

Last modified 8 years ago

#2597 closed enhancement

Gradient chart view for regression solutions — at Version 11

Reported by: bburlacu Owned by: bburlacu
Priority: medium Milestone: HeuristicLab 3.3.14
Component: Algorithms.DataAnalysis.Views Version: 3.3.13
Keywords: Cc:

Description (last modified by pfleck)

As the name suggests, this view contains a chart plotting the gradient of the target variable with respect to a chosen input variable. The user may then vary the input value (by means of mouse interaction with the chart) in order to see how the target response changes.

The gradient chart supports synchronisation of backing data using a shared modifiable dataset, allowing the user to get a complete view of the target variation by arranging side by side multiple charts corresponding to different input variables.

Additional features:

  • Responses for variables that are not used in the model should be grayed-out or hidden. Thos, methods for querying the actual used inputs for a regression model are implemented.
  • If a model can estimate the variance of a sample (e.g. Gaussian process), the confidence interval should be shown.

Example gradient chart:

Change History (12)

Changed 9 years ago by bburlacu

comment:1 Changed 9 years ago by bburlacu

  • Description modified (diff)
  • Status changed from new to assigned

comment:2 Changed 9 years ago by bburlacu

  • Status changed from assigned to accepted

r13780: Initial commit implementing gradient view and chart.

comment:3 Changed 9 years ago by bburlacu

r13783: Fix text annotations.

comment:4 Changed 9 years ago by bburlacu

r13808: Start implementing table layout panel for gradient charts in a separate view.

comment:5 Changed 9 years ago by pfleck

r13810: Branched HeuristicLab.Algorithms.DataAnalysis.Views plugin. r13811: Updated project references.

comment:6 Changed 9 years ago by pfleck

r13812: Added an new View for GaussianProcessSolutions to be able to interactively show the gradients and confidence intervals for user-input ranges.

comment:7 Changed 9 years ago by pfleck

r13816:

  • Fixed typo in class/filename.
  • Added new control that shows density information adjacent to the trackbar.

comment:8 Changed 9 years ago by bburlacu

r13817: Added RegressionSolutionTargetResponseGradientView and updated GradientChart.

Last edited 9 years ago by bburlacu (previous) (diff)

comment:9 Changed 9 years ago by bburlacu

r13818: Fixed small bug when the values are not correctly rendered in the chart initially. removed unused variable limits from view.

comment:10 Changed 9 years ago by pfleck

r13819 Branched HeuristicLab.Algorithms.DataAnalysis and HeuristicLab.Problems.DataAnalysis.

comment:11 Changed 9 years ago by pfleck

  • Description modified (diff)
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