Arid
DOI10.1214/14-EJS961
A Kolmogoroy-Smirnov type test for independence between marks and points of marked point processes
Zhang, Tonglin
通讯作者Zhang, Tonglin
来源期刊ELECTRONIC JOURNAL OF STATISTICS
ISSN1935-7524
出版年2014
卷号8页码:2557-2584
英文摘要

Marked point processes are commonly used stochastic models for representing a finite number of natural hazard events located in space and time, because these kinds of data often associate measurements (i.e. marks) with locations (i.e. points) of events. Methods of marked point processes when marks and points are interacting have been proposed, but it is still necessary to know whether the interaction must be considered. This article presents a Kolmogorov-Smirnov type method to test the independence between points and marks of marked point processes. The asymptotic distribution of the test statistic under a few weak regularity conditions is derived. According to the asymptotic result, a specific way to construct the test statistic is recommended as its null distribution can be approximated by the absolute maximum of the two-dimensional standard Brownian pillow. The simulation results and real data analyses demonstrated that the proposed method is powerful in detecting weak dependence between marks and points and performs well with a moderate sample size.


英文关键词Asymptotic distribution Brownian pillow and Brownian sheet convergence in distribution empirical processes independence between points and marks Kolmogorov-Smirnov type test marked point processes
类型Article
语种英语
国家USA
收录类别SCI-E
WOS记录号WOS:000350817200052
WOS关键词BROWNIAN SHEET ; EARTHQUAKE OCCURRENCES ; R PACKAGE ; DENSITY ; TIME ; SEPARABILITY ; INTENSITY ; PATTERNS ; MODELS ; DESERT
WOS类目Statistics & Probability
WOS研究方向Mathematics
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/181765
作者单位(1)Purdue Univ, Dept Stat, W Lafayette, IN 47907 USA
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GB/T 7714
Zhang, Tonglin. A Kolmogoroy-Smirnov type test for independence between marks and points of marked point processes[J],2014,8:2557-2584.
APA Zhang, Tonglin.(2014).A Kolmogoroy-Smirnov type test for independence between marks and points of marked point processes.ELECTRONIC JOURNAL OF STATISTICS,8,2557-2584.
MLA Zhang, Tonglin."A Kolmogoroy-Smirnov type test for independence between marks and points of marked point processes".ELECTRONIC JOURNAL OF STATISTICS 8(2014):2557-2584.
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