NEWS.md

In workboots: Generate Bootstrap Prediction Intervals from a 'tidymodels' Workflow

workboots 0.2.0

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

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

• 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).

workboots documentation built on May 16, 2022, 9:05 a.m.