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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

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