An Extension of 'Tidymodels' Supporting Offset Terms
Boosted Poisson Trees with Offsets
Poisson Decision Trees with Exposures
Fit Generalized Linear Models with an Offset
Fit Penalized Generalized Linear Models with an Offset
offsetreg: An Extension of 'Tidymodels' Supporting Offset Terms
Poisson regression models with offsets
Objects exported from other packages
Poisson Recursive Partitioning and Regression Trees with Exposures
Boosted Poisson Trees with Offsets via xgboost
Extend the 'tidymodels' ecosystem <https://www.tidymodels.org/> to enable the creation of predictive models with offset terms. Models with offsets are most useful when working with count data or when fitting an adjustment model on top of an existing model with a prior expectation. The former situation is common in insurance where data is often weighted by exposures. The latter is common in life insurance where industry mortality tables are often used as a starting point for setting assumptions.
Useful links