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stopp (version 0.2.3)

Spatio-Temporal Point Pattern Methods, Model Fitting, Diagnostics, Simulation, Local Tests

Description

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; Siino et al. 2018; Adelfio et al. 2020; D’Angelo, Adelfio, and Mateu 2021; D’Angelo, Adelfio, and Mateu 2022; D’Angelo, Adelfio, and Mateu 2023). The main topics include modeling, statistical inference, and simulation issues on spatio-temporal point processes on Euclidean space and linear networks.

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Install

install.packages('stopp')

Monthly Downloads

545

Version

0.2.3

License

GPL (>= 2)

Maintainer

Nicoletta D'Angelo

Last Published

April 18th, 2024

Functions in stopp (0.2.3)

plot.globaldiag

Plot of the global diagnostics of a spatio-temporal point process first-order intensity
locstppm

Fit a local Poisson process model to a spatio-temporal point pattern
plot.sepstppm

Plot of the fitted intensity of a separable spatio-temporal Poisson model
plot.locstppm

Plot of the fitted intensity of a local spatio-temporal Poisson process model
plot.stcov

Plot a stcov object
plot.localtest

Plot of the result of the local permutation test
plot.sepstlppm

Plot of the fitted intensity of a separable spatio-temporal Poisson model
plot.lista

Display LISTA functions
plot.stlgcppm

Plot of the fitted intensity of a LGCP model
plot.localdiag

Plot of the local diagnostics' result on a spatio-temporal point process model
plot.stlpm

Plot a stlpm object
plot.stlp

Plot a stlp object
plot.stp

Plot a stp object
print.globaldiag

Print global diagnostics of a spatio-temporal point process first-order intensity
plot.stppm

Plot of the fitted intensity of a spatio-temporal Poisson process model
print.localtest

Print of the result of the permutation local test
rETASlp

Simulation of a spatio-temporal ETAS (Epidemic Type Aftershock Sequence) model on a linear network
print.locstppm

Print of a fitted local spatio-temporal Poisson process model
print.stppm

Print of a fitted spatio-temporal Poisson process model
print.stlp

Print a stlp object
print.stlpm

Print a stlpm object
print.lista

Print a lista object
print.sepstppm

Print of a fitted separable spatio-temporal Poisson process model
print.localdiag

Print of the diagnostics' result on a spatio-temporal point process model
print.sepstlppm

Print of a fitted separable spatio-temporal Poisson process model on a linear network
print.stpm

Print a stpm object
stpm

Create stpm and stlpm objects for marked point patterns storage
sepstppm

Fit a separable spatio-temporal Poisson process model
print.stp

Print a stp object
rstpp

Simulate homogeneous and inhomogeneous spatio-temporal Poisson point patterns
stp

Create stp and stlp objects for point patterns storage
sepstlppm

Fit a separable spatio-temporal Poisson process model on a linear network
rETASp

Simulation of a spatio-temporal ETAS (Epidemic Type Aftershock Sequence) model
rstlpp

Simulate homogeneous and inhomogeneous spatio-temporal Poisson point patterns on linear networks
stcov

Create stcov objects and interpolate spatio-temporal covariates on a regular grid
summary.stcov

Summary of a stcov object
summary.locstppm

Summary of a fitted local spatio-temporal Poisson process model
summary.globaldiag

Summarizes global diagnostics of a spatio-temporal point process first-order intensity
summary.lista

Summary a lista object
summary.localdiag

Summary of the diagnostics performed on a spatio-temporal point process model
print.stlgcppm

Print of a fitted LGCP model
plot.stpm

Plot a stpm object
summary.sepstppm

Summary of a fitted separable spatio-temporal Poisson process model
summary.stp

Summary of a stp object
stopp-package

Spatio-Temporal Point Pattern Methods, Model Fitting, Diagnostics, Simulation, Local Tests
summary.stpm

Summary of a stpm object
summary.stlp

Summary of a stlp object
summary.sepstlppm

Summary of a fitted fitted separable spatio-temporal Poisson process model on a linear network
print.stcov

Print a stcov object
summary.stppm

Summary of a fitted spatio-temporal Poisson process model
stppm

Fit a Poisson process model to a spatio-temporal point pattern
stlgcppm

Fit a log-Gaussian Cox process model to a spatio-temporal point pattern
summary.localtest

Summary of the result of the permutation local test
summary.stlpm

Summary of a stlpm object
valencianet

Roads of Valencia, Spain
summary.stlgcppm

Summary of a fitted LGCP model
valenciacrimes

Crimes in Valencia in 2019
localSTLKinhom

Local inhomogeneous Spatio-temporal K-functions on a linear network
greececatalog

Catalog of Greek earthquakes
localdiag

Local diagnostics of spatio-temporal point process models
infl

Display outlying LISTA functions
localplot

Plot the coefficients of a fitted local spatio-temporal Poisson process or local LGCP model
localsummary

Summary plots of the fitted coefficient of a local spatio-temporal Poisson process or a local LGCP model
chicagonet

Rescaled roads of Chicago (Illinois, USA)
localSTLginhom

Local inhomogeneous Spatio-temporal pair correlation functions on a linear network
localtest

Test of local structure for spatio-temporal point processes
globaldiag

Global diagnostics of a spatio-temporal point process first-order intensity