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Published September 10, 2020 | Version v2.0.0
Software Open

ModelOriented/modelStudio: modelStudio v.2.0.0

Authors/Creators

  • 1. Warsaw University of Technology
  • 2. @mi2-warsaw @BetaAndBit
  • 3. Oregon State University
  • 4. MI2 Data Lab

Description

  • this version requires DALEX v2.0, ingredients v2.0 and iBreakDown v1.3.1
  • The dashboard gathers useful, but not sensitive, information about how it is being used (e.g. computation length, package version, dashboard dimensions). This is for the development purposes only and can be blocked by setting telemetry to FALSE.
  • add support for modelStudio in Shiny (#77) using new widget_id argument
  • modelStudio now works with NA in data (#71)
  • CP, PD and AD plots are now calculated with variable_splits_type='uniform' and CP plots are now calculated with variable_splits_with_obs=TRUE (#74)
  • By default the loss_function in FI is now different for each explainer$model_info$type (#73)
  • fixed a bug where passing additional parameters in ... would cause an error
  • added a max_vars alias for the max_features parameter
  • added median line to the boxplots in FI and SV plots, added boxplots to TV categorical plots (regression)
  • TV plot uses boxplots and barplot when the target y has only two unique values (classification) (#76)
  • added more checks for input
  • added the Residuals vs Feature plot (RV) (#84)
  • added model performance measures to the footnote #(85)

Files

ModelOriented/modelStudio-v2.0.0.zip

Files (9.3 MB)

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md5:cd96ecc2bfdb9a11dd5414fead7ae408
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Additional details

Related works

Is supplement to
https://github.com/ModelOriented/modelStudio/tree/v2.0.0 (URL)