Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1080/00949655.2013.838565 |
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
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ISSN | 0094-9655 |
EISSN | 1563-5163 |
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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