在具有相关随机误差的线性-圆形回归模型下,对树木径向生长首选方向的两个显著性检验

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Pierre Dutilleul, Tomoaki Imoto, Kunio Shimizu
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引用次数: 0

摘要

为了通过二维水平树干截面测量的年轮宽度对树木生长进行统计分析,我们提出了两种显著性检验方法,其定义条件是线性圆回归模型具有固定的三角效应和正态随机误差,其方差-协方差结构属于对称环状族。相关的 von Mises 分布有一个优先方向参数。因此,第一个测试的目的是评估树木在某一年从树干中心开始的径向生长是否存在首选方向。假定树木在两年中的径向生长有一个首选方向,第二个检验扩展了第一个检验,评估树木在两个首选方向上的径向生长是否相等。这两个显著性检验都是修正的 F 检验,分母 df 根据自相关的存在进行了调整。针对两种自回归对称环状相关结构,分析了它们的有效性,作为角度数据数量(n)和自相关参数值的函数。在两年的情况下,还研究了年际相关系数值的影响。在广泛的蒙特卡罗研究中,对作为估计方法的限制最大似然法的性能进行了仔细检查,并分析了有效时的检验功率。新的测试程序在一棵白云杉 18 年的生长直至采伐期间,每年的环宽为(n = 32,64)。提供了 R 代码。文中给出了结论和对未来研究的展望。本文所附的补充材料可在线查阅。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Two Tests of Significance for Preferred Direction in Tree Radial Growth Under a Linear-Circular Regression Model with Correlated Random Errors

Two Tests of Significance for Preferred Direction in Tree Radial Growth Under a Linear-Circular Regression Model with Correlated Random Errors

To analyze tree growth statistically through annual ring widths measured in 2-D horizontal trunk sections, we propose two tests of significance defined under a linear-circular regression model with fixed trigonometric effects and normal random errors with a variance-covariance structure from the symmetric circulant family. The associated von Mises distribution has a preferred direction parameter. Accordingly, the first test aims to assess the presence of a preferred direction in the radial growth of a tree from the center of its trunk in a given year. Assuming there is a preferred direction of radial growth for the tree in two years, the second test extends the first one by assessing the equality of tree radial growth in the two preferred directions. Both tests of significance are modified F-tests with the denominator df adjusted for the presence of autocorrelation. Their validity is analyzed for two autoregressive symmetric circulant correlation structures, as a function of the number (n) of angular data and the autocorrelation parameter value. Effects of the inter-year correlation coefficient value are also studied in the two-year case. The performance of REstricted Maximum Likelihood as estimation method is scrutinized in an extensive Monte Carlo study, and the power of the tests is analyzed when valid. The new testing procedures are applied with \(n = 32, 64\) ring widths per year for a white spruce tree during 18 years of growth until its harvest. R codes are available. Conclusions and perspectives for future research are given. Supplementary materials accompanying this paper appear on-line.

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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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