Independent, Identical Distributed Data (i.i.d.)¶
IIDBootstrap
is the standard bootstrap that is appropriate for data that is
either i.i.d. or at least not serially dependant.
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Bootstrap using uniform resampling |
Independent Samples¶
IndependentSamplesBootstrap
is a bootstrap that is appropriate for
data is totally independent, and where each variable may have a different sample size. This
type of data arises naturally in experimental settings, e.g., website A/B testing.
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Bootstrap where each input is independently resampled |