Advances in Kth nearest-neighbour clutter removal

N D'Angelo - Environmental and Ecological Statistics, 2024 - Springer
We consider the problem of feature detection in the presence of clutter in spatial point
processes. Classification methods have been developed in previous studies. Among these …

Clustering in point processes on linear networks using nearest neighbour volumes

JF Díaz-Sepúlveda, N D'Angelo, G Adelfio… - Journal of Applied …, 2024 - Taylor & Francis
This study introduces a novel method specifically designed to detect clusters of points within
linear networks. This method extends a classification approach used for point processes in …

Local Indicators of Mark Association for Spatial Marked Point Processes

M Eckardt, M Moradi - arXiv preprint arXiv:2411.01065, 2024 - arxiv.org
The emergence of distinct local mark behaviours is becoming increasingly common in the
applications of spatial marked point processes. This dynamic highlights the limitations of …

A Two-Stage Approach for Segmenting Spatial Point Patterns Applied to Multiplex Imaging

A Sheng, BJ Reich, AM Staicu, SN Krishnan… - arXiv preprint arXiv …, 2024 - arxiv.org
Recent advances in multiplex imaging have enabled researchers to locate different types of
cells within a tissue sample. This is especially relevant for tumor immunology, as clinical …

Feature detection in point processes on linear networks using nearest neighbour volumes

JF Diaz-Sepulveda, N D'Angelo, G Adelfio… - arXiv preprint arXiv …, 2022 - arxiv.org
We consider the feature detection problem in the presence of clutter in point processes on
linear networks. We extend the classification method developed in previous studies to this …