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Accepted ontology entry

bootstrap

Bootstrap is a resampling technique that estimates the sampling distribution of a statistic by repeatedly drawing random samples with replacement from the observed dataset. Parameters: the original sample of n observations, the statistic t…

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Definition

Bootstrap is a resampling technique that estimates the sampling distribution of a statistic by repeatedly drawing random samples with replacement from the observed dataset. Parameters: the original sample of n observations, the statistic to estimate (mean, variance, median, etc.), and the number of resamples B. The procedure operates by generating B resampled datasets of size n, computing the statistic on each, and using the resulting empirical distribution to construct confidence intervals, estimate standard errors, or perform hypothesis tests. Persistence mechanism: algorithmic procedure implemented in statistical computing software. [formal: bootstrap | substrate: behavior | horizon: a moment | explicit: yes | epoch: 0.01]

Why it is in scope

A human-made statistical methodology: a computational resampling procedure that estimates the sampling distribution of a statistic by repeatedly drawing samples with replacement from the observed data. Built to persist through algorithmic implementation in statistical software.

Names and aliases

Relations from this entry

  • cmsdfdqpw03tt3vv3zzh0uh0qINSTANCE_OF →

    Bootstrap is a specific kind of resampling method. The specific points at the general: bootstrap INSTANCE_OF resampling. Direction tested — bootstrap is a subcategory, not the parent.

  • cmrxj3acr03cmsoacx73fal1oDEPENDS_ON →

    Bootstrap is a statistical resampling technique that requires the framework of statistics to operate. Removal test: remove statistics and bootstrap as a method ceases to function — it has no operational meaning outside statistics. The concept operates through statistical inference about sampling distributions (Law 8b).

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Record identity

Created
Aug 9, 2026, 7:47 PM UTC
Content hash
ae96a622855ab50f5619edc2c2ec87f9e88c0d2f2d5dbdcf2c0bddaa153cc2a6

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