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Bootstrapping Statistics and Bootstrapping in R

Offered By: YouTube

Tags

Statistics & Probability Courses R Programming Courses Hypothesis Testing Courses Confidence Intervals Courses Resampling Courses

Course Description

Overview

Learn the fundamentals of bootstrapping in statistics and its implementation in R through this comprehensive video series. Explore resampling techniques, hypothesis testing, and confidence interval estimation using bootstrapping methods. Gain practical skills with hands-on examples and downloadable datasets and R scripts. Discover how bootstrapping provides an alternative approach to large sample theory, especially useful for complex estimates. Cover topics such as bootstrapping in statistics, hypothesis testing concepts, and confidence interval calculations, both theoretically and using R programming. Apply these versatile concepts to various forms of statistical inference and expand your analytical toolkit for health science research and beyond.

Syllabus

Bootstrapping and Resampling in Statistics with Example| Statistics Tutorial #12 |MarinStatsLectures.
Bootstrap Hypothesis Testing in Statistics with Example |Statistics Tutorial #35 |MarinStatsLectures.
Bootstrap Hypothesis Testing in R with Example | R Video Tutorial 4.4 | MarinStatsLecutres.
Bootstrap Confidence Interval with Examples | Statistics Tutorial #36 | MarinStatsLectures.
Bootstrap Confidence Interval with R | R Video Tutorial 4.5 | MarinStatsLectures.
Permutation Hypothesis Testing with Example | Statistics Tutorial # 37 | MarinStatsLectures.
Permutation Hypothesis Test in R with Examples | R Tutorial 4.6 | MarinStatsLectures.
Bradley Efron: "The bootstrap is rarely the star of statistics, but it is the best supporting actor".


Taught by

MarinStatsLectures-R Programming & Statistics

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