Standard Article

Resampling Methods

Statistical and Numerical Computing

  1. Wanzhu Tu1,2

Published Online: 15 JAN 2013

DOI: 10.1002/9780470057339.var038.pub2

Encyclopedia of Environmetrics

Encyclopedia of Environmetrics

How to Cite

Tu, W. 2013. Resampling Methods . Encyclopedia of Environmetrics. 5.

Author Information

  1. 1

    Indiana University School of Medicine, IN, USA

  2. 2

    Regenstrief Institute, Indianapolis, IN, USA

Publication History

  1. Published Online: 15 JAN 2013

Abstract

This article presents an overview of existing resampling methods and their applications in parameter estimations and statistical inference. It describes the essential concepts and basic operating procedures of the most frequently used resampling methods, including the jackknife, bootstrap, permutation test, and cross-validation. This article also discusses the interconnections among these methods. Finally, it briefly reviews the currently available software for implementation of the most commonly used resampling procedures.

Keywords:

  • bootstrap;
  • cross-validation;
  • jackknife;
  • permutation test;
  • resampling