Spatio-Temporal Point Pattern Methods, Model Fitting, Diagnostics, Simulation, Local Tests
Global diagnostics of a spatio-temporal point process first-order inte...
Display outlying LISTA functions
Local diagnostics of spatio-temporal point process models
Plot the coefficients of a fitted local spatio-temporal Poisson proces...
Local inhomogeneous Spatio-temporal pair correlation functions on a li...
Local inhomogeneous Spatio-temporal K-functions on a linear network
Summary plots of the fitted coefficient of a local spatio-temporal Poi...
Test of local structure for spatio-temporal point processes
Fit a local Poisson process model to a spatio-temporal point pattern
Plot of the global diagnostics of a spatio-temporal point process firs...
Display LISTA functions
Plot of the local diagnostics' result on a spatio-temporal point proce...
Plot of the result of the local permutation test
Plot of the fitted intensity of a local spatio-temporal Poisson proces...
Plot of the fitted intensity of a separable spatio-temporal Poisson mo...
Plot of the fitted intensity of a separable spatio-temporal Poisson mo...
Plot a stcov object
Plot of the fitted intensity of a LGCP model
Plot a stlp object
Plot a stlpm object
Plot a stp object
Plot a stpm object
Plot of the fitted intensity of a spatio-temporal Poisson process mode...
Print global diagnostics of a spatio-temporal point process first-orde...
Print a lista object
Print of the diagnostics' result on a spatio-temporal point process mo...
Print of the result of the permutation local test
Print of a fitted local spatio-temporal Poisson process model
Print of a fitted separable spatio-temporal Poisson process model on a...
Print of a fitted separable spatio-temporal Poisson process model
Print a stcov object
Print of a fitted LGCP model
Print a stlp object
Print a stlpm object
Print a stp object
Print a stpm object
Print of a fitted spatio-temporal Poisson process model
Simulation of a spatio-temporal ETAS (Epidemic Type Aftershock Sequenc...
Simulation of a spatio-temporal ETAS (Epidemic Type Aftershock Sequenc...
Simulate homogeneous and inhomogeneous spatio-temporal Poisson point p...
Simulate homogeneous and inhomogeneous spatio-temporal Poisson point p...
Fit a separable spatio-temporal Poisson process model on a linear netw...
Fit a separable spatio-temporal Poisson process model
Create stcov objects and interpolate spatio-temporal covariates on a...
Fit a log-Gaussian Cox process model to a spatio-temporal point patter...
Spatio-Temporal Point Pattern Methods, Model Fitting, Diagnostics, Sim...
Create stp and stlp objects for point patterns storage
Create stpm and stlpm objects for marked point patterns storage
Fit a Poisson process model to a spatio-temporal point pattern
Summarizes global diagnostics of a spatio-temporal point process first...
Summary a lista object
Summary of the diagnostics performed on a spatio-temporal point proces...
Summary of the result of the permutation local test
Summary of a fitted local spatio-temporal Poisson process model
Summary of a fitted fitted separable spatio-temporal Poisson process m...
Summary of a fitted separable spatio-temporal Poisson process model
Summary of a stcov object
Summary of a fitted LGCP model
Summary of a stlp object
Summary of a stlpm object
Summary of a stp object
Summary of a stpm object
Summary of a fitted spatio-temporal Poisson process model
Toolbox for different kinds of spatio-temporal analyses to be performed on observed point patterns, following the growing stream of literature on point process theory. This R package implements functions to perform different kinds of analyses on point processes, proposed in the papers (Siino, Adelfio, and Mateu 2018<doi:10.1007/s00477-018-1579-0>; Siino et al. 2018<doi:10.1002/env.2463>; Adelfio et al. 2020<doi:10.1007/s00477-019-01748-1>; D’Angelo, Adelfio, and Mateu 2021<doi:10.1016/j.spasta.2021.100534>; D’Angelo, Adelfio, and Mateu 2022<doi:10.1007/s00362-022-01338-4>; D’Angelo, Adelfio, and Mateu 2023<doi:10.1016/j.csda.2022.107679>). The main topics include modeling, statistical inference, and simulation issues on spatio-temporal point processes on Euclidean space and linear networks. Version 1.0.0 has been updated for accompanying the journal publication D Angelo and Adelfio 2025 <doi:10.18637/jss.v113.i10>.