stopp is a novel R package specifically designed for the analysis of spatio-temporal point patterns which might have occurred in a subset of the Euclidean space or on some specific linear network, such as roads of a city. It represents the first package providing a comprehensive modelling framework for spatio-temporal Poisson point processes. While many specialized models exist in the scientific literature for analyzing complex spatio-temporal point patterns, we address the lack of general software for comparing simpler alternative models and their goodness of fit. The package’s main functionalities include modelling and diagnostics, together with exploratory analysis tools and the simulation of point processes. A particular focus is given to local first-order and second-order characteristics. The package aggregates existing methods within one coherent framework, including those we proposed in recent papers, and it aims to welcome many further proposals and extensions from the R community.

Nicoletta D'Angelo, Giada Adelfio (2025). stopp: An R Package for Spatio-Temporal Point Pattern Analysis. JOURNAL OF STATISTICAL SOFTWARE, 113(10) [10.18637/jss.v113.i10].

stopp: An R Package for Spatio-Temporal Point Pattern Analysis

Nicoletta D'Angelo
;
Giada Adelfio
2025-01-01

Abstract

stopp is a novel R package specifically designed for the analysis of spatio-temporal point patterns which might have occurred in a subset of the Euclidean space or on some specific linear network, such as roads of a city. It represents the first package providing a comprehensive modelling framework for spatio-temporal Poisson point processes. While many specialized models exist in the scientific literature for analyzing complex spatio-temporal point patterns, we address the lack of general software for comparing simpler alternative models and their goodness of fit. The package’s main functionalities include modelling and diagnostics, together with exploratory analysis tools and the simulation of point processes. A particular focus is given to local first-order and second-order characteristics. The package aggregates existing methods within one coherent framework, including those we proposed in recent papers, and it aims to welcome many further proposals and extensions from the R community.
2025
Settore STAT-01/A - Statistica
Nicoletta D'Angelo, Giada Adelfio (2025). stopp: An R Package for Spatio-Temporal Point Pattern Analysis. JOURNAL OF STATISTICAL SOFTWARE, 113(10) [10.18637/jss.v113.i10].
File in questo prodotto:
File Dimensione Formato  
v113i10.pdf

Solo gestori archvio

Tipologia: Versione Editoriale
Dimensione 2.24 MB
Formato Adobe PDF
2.24 MB Adobe PDF   Visualizza/Apri   Richiedi una copia

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10447/662414
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus ND
  • ???jsp.display-item.citation.isi??? ND
social impact