Types of Bootstrap Scheme
In univariate problems, it is usually acceptable to resample the individual observations with replacement ("case resampling" below). In small samples, a parametric bootstrap approach might be preferred. For other problems, a smooth bootstrap will likely be preferred.
For regression problems, various other alternatives are available.
Read more about this topic: Bootstrapping (statistics)
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