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Parameter Estimation

• Bias estimation (continued)

• Error rate estimation problems

• Confidence intervals and hypothesis test

• A 1-1 relationship between confidence intervals and hypothesis tests

• Higher order bootstrap confidence intervals

• Percentile method confidence intervals

• Problems with bootstrap confidence intervals for variances

Regression and Time Series

• Linear Regression, bootstrap residuals or vectors

• Bootstrap variants

• Smoothed bootstrap

• Non-linear Regression

• Non parametric Regression

Bootstrap Bagging

• CART

• Cox Model

• Number of repetitions (replications)

• Time Series Analysis

• Model-based vs block re sampling

• Bootstrap Failures and Remedies

• Bio equivalence

• Failure Due to Estimating Extremes and Remedies

• Failure Due to Infinite Moments and Remedy (introducing m-out-of-n bootstrap)

• Failure Due to Small Sample Size