Arid
DOI10.1080/00949655.2013.838565
Multiresolution analysis of linearly oriented spatial point patterns
Mateu, Jorge1; Nicolis, Orietta2
通讯作者Mateu, Jorge
来源期刊JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION
ISSN0094-9655
EISSN1563-5163
出版年2015
卷号85期号:3页码:621-637
英文摘要

The assumption of direction invariance, i.e. isotropy, is often made in the practical analysis of spatial point patterns due to simpler interpretation and ease of analysis. However, this assumption is many times hard to find in real applications. We propose a wavelet-based approach to test for isotropy in spatial patterns based on the logarithm of the directional scalogram. Under the null hypothesis of isotropy, a random isotropic point pattern should be expected to have the same value of the directional scalogram for any possible direction. Monte Carlo simulations of the logarithm of the directional scalogram over all directions are used to approximate the test distribution and the critical values. We demonstrate the efficacy of the approach through simulation studies and an application to a desert plant data set, where our approach confirms suspected directional effects in the spatial distribution of the desert plant species.


英文关键词spatial point patterns Ambrosia dumosa scalogram orientations linearities anisotropy directional wavelets
类型Article
语种英语
国家Spain ; Chile
收录类别SCI-E
WOS记录号WOS:000344408800013
WOS关键词WAVELET ANALYSIS ; FOREST ; ANISOTROPY ; LANDSCAPE ; ISOTROPY ; MODELS
WOS类目Computer Science, Interdisciplinary Applications ; Statistics & Probability
WOS研究方向Computer Science ; Mathematics
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/188967
作者单位1.Univ Jaume 1, Dept Math, Castellon de La Plana, Spain;
2.Univ Valparaiso, Dept Estadist, Valparaiso, Chile
推荐引用方式
GB/T 7714
Mateu, Jorge,Nicolis, Orietta. Multiresolution analysis of linearly oriented spatial point patterns[J],2015,85(3):621-637.
APA Mateu, Jorge,&Nicolis, Orietta.(2015).Multiresolution analysis of linearly oriented spatial point patterns.JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION,85(3),621-637.
MLA Mateu, Jorge,et al."Multiresolution analysis of linearly oriented spatial point patterns".JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION 85.3(2015):621-637.
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