Data Inference

Some computational statistics methods fall under the traditional statistical inference, in particular, permutation tests and bootstrapping. Permutation tests perform hypothesis tests on a wide range of scenarios using the standard logic of hypothesis testing but none of the distribution theory (e.g., the Central Limit Theorem). Bootstrapping creates confidence intervals for statistics for which there is no known theoretical sampling distribution.