对box和cox变换的一个简单修改,以实现尺度的稳定性和不变性

T. Hamasaki, Tomoyuki Sugimoto, S. Kim
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引用次数: 0

摘要

我们考虑幂变换来获得测量尺度的稳定性和不变性。这里讨论的变换是Schlesselman(1971)最初提出的幂变换的归一化形式。最初的建议是对测量单位的Box和Cox变换进行简单修改以实现尺度不变性。除了讨论尺度不变性外,我们还研究了(i)变换的雅可比矩阵的行为和(ii)修正对估计的影响。然后,我们证明了尺度不变性的修正提高了估计的性能,特别是均值估计。通过与归一化的Box变换和Cox变换进行比较,对改进后的变换进行了数值性能评价。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A SIMPLE MODIFICATION OF THE BOX AND COX TRANSFORMATION TO SCALE STABILITY AND INVARIANCE
We consider power-transformations to obtain stability and invariance of measurement scale. The transformation discussed here is the normalized form of the power-transformation originally suggested by Schlesselman (1971). The original suggestion is a simple modification of the Box and Cox transformation to scale invariance for measurement units. In addition to discussion on the scale invariance, we study (i) the behaviors of Jacobian of the transformation and (ii) the effect of the modification on the estimates. Then, we show that the modification of the scale invariance improves the performance of estimates, especially the mean estimate. A simulation study is per-formed to evaluate numerically performances of the modified transformation, compared with the normalized Box and Cox transformation.
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