Confidence interval for residual mean absolute deviation in regression models
The classic confidence interval for a residual variance is hypersensitive to minor violations of the normality assumption and its robustness does not improve with increasing sample size. An approximate confidence interval for a residual mean absolute deviation is proposed and shown to be robust to moderate violations of the normality assumption with robustness that improves with increasing sample size.
interval estimation residual dispersion robust estimator model fit