Concepedia

Nonparametric estimates of standard error: The jackknife, the bootstrap and other methods

Bradley Efron

Biometrika · 1981 · 1.4K citations · 14 references

Concepts

Abstract

We discuss several nonparametric methods for attaching a standard error to a point estimate: the jackknife, the bootstrap, half-sampling, subsampling, balanced repeated replications, the infinitesimal jackknife, influence function techniques and the delta method. The last three methods are shown to be identical. All the methods derive from the same basic idea, which is also the idea underlying the common parametric methods. Extended numerical comparisons are made for the special case of the correlation coefficient.

References

14

Continuous Univariate Distributions.

Yasuhiro Omori, Norman L. Johnson, S. Kotz et al. · Journal of the American Statistical Association · 1995

+8

9.2K citations

The Influence Curve and its Role in Robust Estimation

Frank R. Hampel · Journal of the American Statistical Association · 1974

+17

2.4K citations

1.4K citations

1.4K citations