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Cognition 128 (2013) 320330Contents lists available at Diverse ScienceDirectCognition journal homepage: www.elsevier.com/locate/COGNITDiscussionCan statistical learning bootstrap the integers? Lance
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Bootstrap is a statistical method for estimating the sampling distribution of an estimator by resampling with replacement.
Researchers and data scientists who are working on building predictive models using statistical learning techniques may use bootstrap for estimating the accuracy of their models.
To perform bootstrap, one needs to repeatedly resample with replacement from the original data set and calculate the estimator of interest for each resampled data set.
The purpose of bootstrap is to estimate the sampling distribution of a statistic, which can help in making inference about the population parameter.
The results of the bootstrap analysis, including estimates of bias, variance, confidence intervals, and other relevant statistics.
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