%0 Journal Article %@ 1048-5252 %A Lavergne, Pascal %A Vuong, Quang H. %D 1998 %F publications:44148 %I Taylor & Francis %J Journal of Nonparametric Statistics %N 4 %P 363-380 %R 10.1080/10485259808832750 %T An integral estimator of residual variance and a measure of explanatory power of covariates in nonparametric regression %U https://publications.ut-capitole.fr/id/eprint/44148/ %V 9 %X We propose a new estimator of unconditional residual variance in nonparametric regression based on the integral of squared residuals. We show its consistency in L1 under general conditions and derive a nonparametric decomposition of the variance formula. Monte-Carlo experiments suggest that the estimator has good small sample properties.