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Comparing the second-order properties of spatial point processes

机译:比较空间点过程的二阶性质

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Comparing the structural interactions of points in two independent stationary point patterns is as important as comparing the first-order properties or briefly their corresponding intensities. In the present study, three methods based on asymptotic distribution of the periodograms are proposed to test the equality of spectral densities of two independent stationary point processes. In the first method, the sample quantiles of the periodograms ratios are simply used and compared with the exact quantiles under the assumption of the equality of spectral densities. In the second method, a conditional likelihood ratio test is constructed, and the same idea of the first method is used to propose a Bayesian test for the ratio of the spectral density functions. The empirical powers and the empirical type I errors of the tests are also compared in a simulation study. The results emphasize the considerable powers of the tests and the empirical probability of type I errors is very close to the nominal level. Finally, the proposed methods are investigated by using two practical datasets: 1) comparing the locations of capillaries in healthy and cancerous prostate tissue sections and 2) comparing the locations of Alnus trees in two disjoint regions of Iran; both the regions in each dataset are almost of the same identical intensities. The same intensities leads to discovering of the treatment effect (cancer in the first data and location in the second data) in the second-order properties of point patterns.
机译:比较两个独立的固定点模式中的点的结构相互作用与比较一阶特性或简要地比较它们的相应强度一样重要。在本研究中,提出了三种基于周期图渐近分布的方法来测试两个独立固定点过程的光谱密度是否相等。在第一种方法中,简单地使用周期图比率的样本分位数,并在假设频谱密度相等的情况下将其与精确分位数进行比较。在第二种方法中,构造了条件似然比检验,并且使用与第一种方法相同的思想为光谱密度函数的比率提出贝叶斯检验。在模拟研究中,还比较了测试的经验功效和经验I类错误。结果强调了测试的强大功效,I型错误的经验概率非常接近标称水平。最后,通过使用两个实用的数据集对提出的方法进行了研究:1)比较健康和癌性前列腺组织切片中毛细血管的位置,以及2)比较伊朗两个不相交区域中Al木的位置;每个数据集中的两个区域几乎具有相同的强度。相同的强度导致在点图案的第二阶特性中发现治疗效果(第一数据中的癌症和第二数据中的位置)。

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