Bootstrapping
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- Replicating the experiment is time-consuming and expensive.
- Instead of replicating the experiment, bootstrapping uses the sample data to approximate the population distribution by sampling with replacement.
- It is a great and convenient tool to estimate the reliability of a estimated statistic when the underlying distribution is unknown.
- Bootstrap main idea - StatQuest
- Bootstrap p-value - StatQuest
- Bootstrap Confidence Intervals