Implementing Bootstrap Methods in R

سرفصل های دوره

This course focuses on conceptually understanding and robustly implementing various Bootstrap methods in estimation, including correctly using the non-parametric bootstrap, extending the bootstrap method to a Bayesian world, and more.

1. Course Overview

1. Course Overview

2. Getting Started with Bootstrapping in R

01. Version Check

02. Prerequisites and Course Outline

03. Sample Statistics and Confidence Intervals

04. Normally Distributed Data - Estimating Mean

05. Normally Distributed Data - Calculating Confidence Intervals

06. Data with Any Distribution - Estimating Mean and Confidence Intervals

07. Implications of the Central Limit Theorem

08. Demo - The Central Limit Theorem with Different Distributions

09. Demo - The Central Limit Theorem on Real Data

10. Drawbacks of Conventional Approaches

11. Introducing Bootstrapping

12. Bootstrapped Confidence Intervals

3. Implementing Bootstrap Methods for Summary Statistics

1. Demo - Bootstrap Statistics and Sample Statistics

2. Demo - Performing Bootstrapping on Real Data

3. Demo - Performing Bootstrapping Using the Boot Method

4. Demo - Bootstrapping Multiple Statistics

5. Introducing the Bayesian Bootstrap

6. Bayesian Bootstrap Algorithm

7. Demo - Performing Bayesian Bootstrapping

8. Introducing the Smoothed Bootstrap

9. Demo - Smoothed Bootstrap

4. Implementing Bootstrap Methods for Regression Models

1. Introducing Linear Regression

2. Regression Metrics and Bootstrapping

3. Case Resampling and Residual Resampling

4. Demo - Estimating R2 of Regression Models Using Bootstrapping

5. Demo - Estimating Coefficients Using Bootstrapping

6. Demo - Case Resampling and Residual Resampling Using the Boot() Method

7. Summary and Further Study

235,000 تومان

افزودن به سبد خرید

خرید دانلودی فوری

در این روش نیاز به افزودن محصول به سبد خرید و تکمیل اطلاعات نیست و شما پس از وارد کردن ایمیل خود و طی کردن مراحل پرداخت لینک های دریافت محصولات را در ایمیل خود دریافت خواهید کرد.

تولید کننده: PluralSight