Abstract Remove unwanted variation (RUV) is an estimation and normalization system in which the underlying correlation structure of a multivariate dataset estimated from negative control measurements, typically gene expression values, are assumed to stay constant across experimental conditions. In this paper we derive weight matrix incorporated into generalized least squares estimates RUV‐inver...