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v1.1.3

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@mikolajsp mikolajsp released this 06 Sep 06:45
· 79 commits to main since this release
f1b2d34
  • fixed not being able to plot or print SurvLIME results for the cph model sometimes. (#72)
  • added global explanations via the SurvSHAP(t) method (see model_survshap() function)
  • added plots for global SurvSHAP(t) explanations (see plot.aggregated_surv_shap())
  • added Accumulated Local Effects (ALE) explanations (see model_profile(..., type = "accumulated"))
  • added 2-dimensional PDP and ALE plots (see model_profile_2d() function)
  • added plot(..., geom="variable") function for plotting PDP and ALE explanations without the time dimension
  • new explainers: for flexsurv models and for Python scikit-survival models (can be used with reticulate)
  • new plot type for model_survshap() - curves (with functional box plot)
  • added diagnostic explanations - residual analysis (see model_diagnostics() function)
  • added new times generation method "survival_quantiles" and setting it as default (see explain())
  • made improvements on the vignettes for the package (see vignette("pdp") and vignette("global-survshap"))
  • increased the test coverage of the package
  • reduced the number of expensive requireNamespace() calls (#83)