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Aalborg Universitet methods
Aalborg Universitet methods

... produced either by airborne laser scanning or automated digital photogrammetry. In our approach we interpret accuracy measures directly as quantities of the error distribution — alternatives are more indirect measures such as e.g. the coefficient of variation of the sample variance (Aguilar et al., ...
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... Generally speaking, there are two interpretations of probability in statistics. The first is subjective and the second objective. Subjective probability is the most intuitive and describes a personal degree of belief that an event will occur. It also forms the basis of the Bayesian method of inferen ...
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... respects classical statistics leans on a frequency concept of probability, represents the sample data through what is termed their likelihood, and sets up certain criteria based on sampling distributions to assess the performance of its techniques. For instance, point estimators may be required to b ...
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... geographical cluster sampling. Clusters consist of geographical areas. Because a geographically dispersed population can be expensive to survey, greater economy than simple random sampling can be achieved by treating several respondents within a local area as a cluster. It is usually necessary to in ...
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< 1 ... 76 77 78 79 80 81 82 83 84 ... 382 >

Bootstrapping (statistics)



In statistics, bootstrapping can refer to any test or metric that relies on random sampling with replacement. Bootstrapping allows assigning measures of accuracy (defined in terms of bias, variance, confidence intervals, prediction error or some other such measure) to sample estimates. This technique allows estimation of the sampling distribution of almost any statistic using random sampling methods. Generally, it falls in the broader class of resampling methods.Bootstrapping is the practice of estimating properties of an estimator (such as its variance) by measuring those properties when sampling from an approximating distribution. One standard choice for an approximating distribution is the empirical distribution function of the observed data. In the case where a set of observations can be assumed to be from an independent and identically distributed population, this can be implemented by constructing a number of resamples with replacement, of the observed dataset (and of equal size to the observed dataset).It may also be used for constructing hypothesis tests. It is often used as an alternative to statistical inference based on the assumption of a parametric model when that assumption is in doubt, or where parametric inference is impossible or requires complicated formulas for the calculation of standard errors.
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