Linear regression with interval censored data

Abstract

This paper concerns linear regression with interval censored data. M-estimators for the regression coefficients are derived. Asymptotic consistency and normality of the M-estimators are obtained via an exponential inequality for U-statistics. Asymptotically efficient estimators are provided under mild conditions.