Demystifying Spatial Dependence: Interactive Visualizations for Interpreting Local Spatial Autocorrelation

Fuente: arXiv
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Auteurs principaux: Mason, Lee, Hicks, Blanaid, Almeida, Jonas
Format: Preprint
Publié: 2024
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author Mason, Lee
Hicks, Blanaid
Almeida, Jonas
author_facet Mason, Lee
Hicks, Blanaid
Almeida, Jonas
contents The Local Moran's I statistic is a valuable tool for identifying localized patterns of spatial autocorrelation. Understanding these patterns is crucial in spatial analysis, but interpreting the statistic can be difficult. To simplify this process, we introduce three novel visualizations that enhance the interpretation of Local Moran's I results. These visualizations can be interactively linked to one another, and to established visualizations, to offer a more holistic exploration of the results. We provide a JavaScript library with implementations of these new visual elements, along with a web dashboard that demonstrates their integrated use.
format Preprint
id arxiv_https___arxiv_org_abs_2408_02418
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Demystifying Spatial Dependence: Interactive Visualizations for Interpreting Local Spatial Autocorrelation
Mason, Lee
Hicks, Blanaid
Almeida, Jonas
Graphics
The Local Moran's I statistic is a valuable tool for identifying localized patterns of spatial autocorrelation. Understanding these patterns is crucial in spatial analysis, but interpreting the statistic can be difficult. To simplify this process, we introduce three novel visualizations that enhance the interpretation of Local Moran's I results. These visualizations can be interactively linked to one another, and to established visualizations, to offer a more holistic exploration of the results. We provide a JavaScript library with implementations of these new visual elements, along with a web dashboard that demonstrates their integrated use.
title Demystifying Spatial Dependence: Interactive Visualizations for Interpreting Local Spatial Autocorrelation
topic Graphics
url https://arxiv.org/abs/2408.02418