ABSTRACT
In this chapter, the bootstrap method is examined using the notion of breakdown point in robustness, in the context of estimation of the variance of an estimator and of confidence intervals. Since the bootstrap utilizes all the data points, in general, the bootstrap estimator of variance of a statistic is not robust even for robust statistics. An alternative resampling procedure known as the half-sample method is explored, to get around this problem.
