O que é Winsorisation, trimmed mean?

Winsorisation at level $p$ replaces the observations below the $p$-quantile by that quantile and those above the $(1 - p)$-quantile by that one. The $p$-trimmed mean discards the $\lfloor pn\rfloor$ smallest and largest observations and averages the rest.