65th ISI World Statistics Congress

65th ISI World Statistics Congress

Quantifying local anisotropy in point pattern analysis

Conference

65th ISI World Statistics Congress

Format: IPS Abstract - WSC 2025

Keywords: spatial statistics

Session: IPS 933 - Spatial Linear Networks and Directional Analysis

Wednesday 8 October 10:50 a.m. - 12:30 p.m. (Europe/Amsterdam)

Abstract

A spatial point pattern is termed anisotropic if its statistical properties exhibit directional variation. Global anisotropy, which occurs when a spatial point pattern exhibits uniform directional characteristics across the study area, has been extensively studied. Local anisotropy analysis for point patterns is less commonly addressed in the literature and often developed for particular applications. In many real-world applications, anisotropy may vary spatially due to environmental, structural, or anthropogenic factors. Thus, accurately characterising point patterns with heterogeneous directional behaviour requires understanding and quantifying local anisotropy. Herein, we develop a methodology to quantify local anisotropy, providing spatially resolved measures of direction and strength across the point pattern domain.