Meaning of bias-robust | Babel Free

Definitions

Describing statistics that are relatively unbiased even when some assumptions about the data or the model do not hold true.

Examples

“The theory of bias-robust regression [ Mar89 ] provides guidelines for the selection of good robust estimators. For calculating beta, either of the following two bias-robust estimators work⟳ quite well: (a) an adaptive least trimmed squares estimate⟳, and (b) an MM estimate⟳ of [Yoh88], computed as suggested in [Yoh91].”

“Bias-robust methods for estimating the mean⟳ squared error ( MSE ) of linear predictors of finite population quantities, i.e., methods that remain⟳ approximately unbiased under failure of assumptions about second order⟳ and higher moments, have⟳ been developed.”

CEFR level