Resources on Bootstrap Method

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Below are list of useful (some of them are classical) resources to learn further about Bootstrap.

Software / Programming

• Bootstrap Matlab toolbox (download for free)
• Java Applet
  • Parametric Bootstrap
  • Central Limit Theorem
  • Non parametric boostrap
• Eric Weiss explain how to perform Bootstrap in SAS
• Bootstrap in MS Excel ( without macro free download )

Classical Books and Journal Papers

• Efron, Bradley and Tibshirani, Robert. 1993. An introduction to the Bootstrap. Chapman and Hall, New York.
• Efron, Bradley. 1982. The Jackknife, the Bootstrap, and Other Resampling Plans. SIAM: Philadelphia.
• Efron, Bradley. 1987. "Better Bootstrap Confidence Intervals.'' Journal of the American Statistical Association 82:171-185.

People

Bradley Efron ( you can download his latest paper in his web site )

McGraw Hill Interview with Bradley Efron

Robert Tibshirani

Online Resources

• Susan Holmes (Stanford) lecture notes ( html )
• Julian L. Simon Online book "Resampling: The New Statistics"
• Tim Hesterberg Bootstrap and Permutation test
• Kardi Teknomo's Bootstrap Sampling tutorial
• David C. Howell Bootstrap sampling and randomization
• John Fox - Bootstrapping regression model (using S-Plus)

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This tutorial is copyrighted .

Preferable reference for this tutorial is

Teknomo, Kardi (2015) Bootstrap Sampling Tutorial. http://people.revoledu.com/kardi/tutorial/Bootstrap/