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Motivation
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Computer Intensive Methods in
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Other `Better?' Methods
Index
The Bootstrap, Permutation Tests, Simulation
Subsections
Motivation
The bootstrap : the univariate context
In practice
S examples for simple bootstraps
Parametric bootstrap
Smoothed Bootstrap
Different Uses for bootstrapping
Quality of Estimates
Bias
Variance
Confidence Intervals : The percentile method
Enhancements
Bootstrap-t : Studentizing
S functions
Preliminary Transformations of the Estimate
Pre-pivoting or Double Bootstrap
Balanced Bootstrap : saving computations
Antithetic Sampling : more on saving computations
Bootstrap and Randomization Tests
An example : Infants walking
More generally
Finding out how good a parametric bootstrap procedure is through a simulation experience :
Using the Bootstrap to build Confidence Intervals
Maximum Likelihood Estimation
Maximum Likelihood of Multinomial Cell Probabilities
The Hardy Weinberg Example
The matlab statistics package bootstrap
Bootstrapping Regression
The Bootstrap Behaves Badly
Estimation of CART Bias
Multivariate Regression
Dependent Data
Nonparametric Tests
Permutation Tests
Univariate: Some reminders and examples
Comparing two distances
Wald-Wolfowitz Test on the Line
Smirnov Test on the line
Minimal Spanning Tree Based Tests
Minimal Spanning Tree Algorithm
Two-sample test
Many -sample test
Nonuniform number generation
General Methods
Inversion Method
Rejection Methods
Table Lookup
Specialized Methods
Polar methods for the Normal
Susan Holmes 2002-01-12
