In this thesis, we discuss the bias corrected maximum likelihood estimators for several unit distributions such as the new unit Lindley, unit Weibull and unit gamma distributions. We discuss each of these distributions and discuss bias correction problem using the Cox-Snell and parametric bootstrap methods.
