An Introduction to the Bootstrap [1 ed.] 0412042312, 9780412042317
Statistics is a subject of many uses and surprisingly few effective practitioners. The traditional road to statistical k
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English Pages 456 [453] Year 1993
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0412042312, 9780412042317](https://dokumen.pub/img/200x200/an-introduction-to-the-bootstrap-1nbsped-0412042312-9780412042317.jpg)
Table of contents :
Content:
Front Matter....Pages i-xvi
Introduction....Pages 1-9
The accuracy of a sample mean....Pages 10-16
Random samples and probabilities....Pages 17-30
The empirical distribution function and the plug-in principle....Pages 31-38
Standard errors and estimated standard errors....Pages 39-44
The bootstrap estimate of standard error....Pages 45-59
Bootstrap standard errors: some examples....Pages 60-85
More complicated data structures....Pages 86-104
Regression models....Pages 105-123
Estimates of bias....Pages 124-140
The jackknife....Pages 141-152
Confidence intervals based on bootstrap “tables”....Pages 153-167
Confidence intervals based on bootstrap percentiles....Pages 168-177
Better bootstrap confidence intervals....Pages 178-201
Permutation tests....Pages 202-219
Hypothesis testing with the bootstrap....Pages 220-236
Cross-validation and other estimates of prediction error....Pages 237-257
Adaptive estimation and calibration....Pages 258-270
Assessing the error in bootstrap estimates....Pages 271-282
A geometrical representation for the bootstrap and jackknife....Pages 283-295
An overview of nonparametric and parametric inference....Pages 296-320
Further topics in bootstrap confidence intervals....Pages 321-337
Efficient bootstrap computations....Pages 338-357
Approximate likelihoods....Pages 358-371
Bootstrap bioequivalence and power calculations: a case history....Pages 372-391
Discussion and further topics....Pages 392-397
Back Matter....Pages 398-436
