This paper proposes a fully modified version of the spectral matrix estimator (and the long-run variance estimator as a special case) proposed originally by Xiao and Linton [Journal of Time Series Analysis (2002) Vol. 23, pp. 215-250], and derives its asymptotic results. A striking feature of...