Bootstrap方法在渤大粘土岩组化学资料中的应用

F. Sebestyén
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引用次数: 4

摘要

在本文中,我们将演示自举法在地质问题上的使用和效率。经典统计学的工具往往不适用,因为它们强烈依赖于某些未满足的条件。关于参数的标准误差和置信区间的显式数学公式要么需要一些特定的(通常是正态)分布,要么根本不存在。假设检验也只能在某些条件满足的情况下进行。用自举法可以通过自举重复来模拟任意统计量的未知分布;因此,任何特征(标准误差、置信区间和检验显著性水平)都可以通过直接的经验计算获得。我们将bootstrap应用于匈牙利Boda粘土岩组岩石样品的化学成分数据。首先研究了一组少元素岩样中8种化学成分的分布情况,计算了标准组分的分布。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Application of the Bootstrap Method for chemical data from the Boda Claystone Formation
In this paper we will demonstrate the use and efficiency of the bootstrap on a geologic problem. The tools of classical statistics are often not applicable because they strongly depend on certain conditions that are not fulfilled. Explicit mathematical formulas for standard errors and confidence intervals with respect to a parameter either require some specific (generally normal) distribution, or they do not exist at all. Hypothesis tests may also only be carried out if some conditions are satisfied. Using the bootstrap method one can simulate the unknown distribution of an arbitrary statistic by its bootstrap replicates; hence any characteristics (standard error, confidence intervals, and test significance levels) can be obtained through direct empirical calculations. We applied the bootstrap to the chemical composition data of rock samples from the Boda Claystone Formation, Hungary. First we investigated the distribution of 8 chemical components in a rock sample group of few elements, computing standard...
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