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Bootstrap
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Bootstrapping is a nonparametric method
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It allows estimation of uncertainty and confidence
intervals
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Artificial new samples of the same size are made by
drawing with replacement from the set of real data
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The assumption is that drawing with replacement
from the sample is similar to drawing new samples
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Hence, the sample should be large enough to be
representative of the entire population