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workboots 0.2.0

CRAN release: 2022-05-16

Function updates

  • Rearranged column order output of summarise_* functions from *_lower, *, *_upper to *, *_lower, *_upper
  • Deprecated conf parameter in summarise_* functions in favor of interval_width.
  • Added support for generating confidence intervals from predict_boots().

workboots 0.1.1

CRAN release: 2022-04-11

Function updates

  • Updates to predict_boots()
    • updated function to generate prediction interval (previously was generating a prediction’s confidence interval)
    • updated default setting to assume residuals are normally distributed
    • updated default number of resamples
    • updated function to draw residuals based on the 632+ rule (previously was using training residuals)
  • updated default number of resamples in vi_boots()
  • added param verbose to both predict_boots() and vi_boots() to display progress in the console.
  • added new function summarise_importance(), as well alias summarize_* for summarise_*

Bug fixes

  • Fixed bug in assert_pred_data() that caused some workflows to be rejected by predict_boots()

workboots 0.1.0

CRAN release: 2022-03-09

  • Initial release
  • Core functions:
    • predict_boots() for generating bootstrap prediction intervals from tidymodel workflows.
    • summarise_predictions() for summarizing bootstrap predictions with expected, lower bound, and upper bound values.
    • vi_boots() for generating bootstrap feature importance from tidymodel workflows.
  • Vignette for Getting Started with workboots.
  • Unit testing for core functions (via testthat).