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The Impact of spatial scales and spatial smoothing on the outcome of Bayesian Spatial Model: summary of results for fitting four models at various spatial scales for various spatial patterns

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Research Data Australia2024-12-14 收录
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https://researchdata.edu.au/impact-spatial-scales-spatial-patterns/504421
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资源简介:
An investigation was completed to assess the impact of changes in spatial scale on model outcome for a set of spatial structures and to evaluate the performance of various Bayesian spatial smoothness priors for spatial dependence, namely an intrinsic Gaussian Markov random field (IGMRF), a second-order random walk (RW2D) on a lattice, and a Gaussian field with Matérn correlation function.The dataset presents a summary of results for fitting four models at various spatial scales for various patterns.

本研究已完成,旨在评估空间尺度变化对一组空间结构的模型结果的影响,并评估多种贝叶斯空间平滑先验在空间相关性建模中的表现,具体包括内在高斯马尔可夫随机场(intrinsic Gaussian Markov random field,IGMRF)、格点上的二阶随机游走(second-order random walk,RW2D)以及带有Matérn相关函数的高斯场。本数据集汇总了针对多种空间模式,在不同空间尺度下拟合四类模型的结果。
提供机构:
Queensland University of Technology
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