Bootstrap in Linear Models
Residual and wild bootstrap in 1-way and 2-way ANOVA
Bayesian Bootstrap in Linear Models
Delete-1 Jackknife in Linear Models
tools:::Rd_package_title("lmboot")
Paired Bootstrap in Linear Models
Residual bootstrap in linear models
Wild Bootstrap in Linear Models
Various efficient and robust bootstrap methods are implemented for linear models with least squares estimation. Functions within this package allow users to create bootstrap sampling distributions for model parameters, test hypotheses about parameters, and visualize the bootstrap sampling or null distributions. Methods implemented for linear models include the wild bootstrap by Wu (1986) <doi:10.1214/aos/1176350142>, the residual and paired bootstraps by Efron (1979, ISBN:978-1-4612-4380-9), the delete-1 jackknife by Quenouille (1956) <doi:10.2307/2332914>, and the Bayesian bootstrap by Rubin (1981) <doi:10.1214/aos/1176345338>.