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首页> 外文期刊>The European physical journal, E. Soft matter >A nonparametric approach to calculate critical micelle concentrations: the local polynomial regression method
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A nonparametric approach to calculate critical micelle concentrations: the local polynomial regression method

机译:一种计算临界胶束浓度的非参数方法:局部多项式回归方法

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摘要

The application of a statistical method, the local polynomial regression method, (LPRM), based on a nonparametric estimation of the regression function to determine the critical micelle concentration (cmc) is presented. The method is extremely flexible because it does not impose any parametric model on the subjacent structure of the data but rather allows the data to speak for themselves. Good concordance of cmc values with those obtained by other methods was found for systems in which the variation of a measured physical property with concentration showed an abrupt change. When this variation was slow, discrepancies between the values obtained by LPRM and others methods were found.
机译:介绍了基于回归函数的非参数估计来确定临界胶束浓度(cmc)的统计方法,局部多项式回归方法(LPRM)的应用。该方法非常灵活,因为它没有在数据的下层结构上强加任何参数模型,而是允许数据自己说话。对于其中测得的物理性质随浓度变化突然变化的系统,发现cmc值与通过其他方法获得的cmc值具有良好的一致性。当这种变化缓慢时,发现通过LPRM和其他方法获得的值之间存在差异。

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