We consider Cox proportional hazards model under covariate measurement error and investigate
a simultaneous estimation method for the baseline hazard and covariate parameter. We show the strong consistency of the estimators and we also estimate their rate of convergence. Simulation results are also presented to illustrate the theoretical ones.