Other packages > Find by keyword >

SpTe2M  

Nonparametric Modeling and Monitoring of Spatio-Temporal Data
View on CRAN: Click here


Download and install SpTe2M package within the R console
Install from CRAN:
install.packages("SpTe2M")

Install from Github:
library("remotes")
install_github("cran/SpTe2M")

Install by package version:
library("remotes")
install_version("SpTe2M", "1.0.3")



Attach the package and use:
library("SpTe2M")
Maintained by
Kai Yang
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-06-06
Latest Update: 2023-09-30
Description:
Spatio-temporal data have become increasingly popular in many research fields. Such data often have complex structures that are difficult to describe and estimate. This package provides reliable tools for modeling complicated spatio-temporal data. It also includes tools of online process monitoring to detect possible change-points in a spatio-temporal process over time. More specifically, the package implements the spatio-temporal mean estimation procedure described in Yang and Qiu (2018) <doi:10.1002/sim.7622>, the spatio-temporal covariance estimation procedure discussed in Yang and Qiu (2019) <doi:10.1002/sim.8315>, the three-step method for the joint estimation of spatio-temporal mean and covariance functions suggested by Yang and Qiu (2022) <doi:10.1007/s10463-021-00787-2>, the spatio-temporal disease surveillance method discussed in Qiu and Yang (2021) <doi:10.1002/sim.9150> that can accommodate the covariate effect, the spatial-LASSO-based process monitoring method proposed by Qiu and Yang (2023) <doi:10.1080/00224065.2022.2081104>, and the online spatio-temporal disease surveillance method described in Yang and Qiu (2020) <doi:10.1080/24725854.2019.1696496>.
How to cite:
Kai Yang (2022). SpTe2M: Nonparametric Modeling and Monitoring of Spatio-Temporal Data. R package version 1.0.3, https://cran.r-project.org/web/packages/SpTe2M. Accessed 21 Nov. 2024.
Previous versions and publish date:
1.0.0 (2022-06-06 11:20), 1.0.1 (2022-08-15 10:20), 1.0.2 (2023-09-29 14:00)
Other packages that cited SpTe2M R package
View SpTe2M citation profile
Other R packages that SpTe2M depends, imports, suggests or enhances
Complete documentation for SpTe2M
Functions, R codes and Examples using the SpTe2M R package
Some associated functions: CV_MSPE . ILI . Mod_CV . SimDat . SpTe2M-package . SpTeMnt_CUSUM . SpTeMnt_EWMAC . SpTeMnt_EWSL . SpTe_CovEst . SpTe_DeCor . SpTe_MeanEst . SpTe_SemiParmReg . 
Some associated R codes: CV_MSPE.R . Mod_CV.R . SpTeMnt_CUSUM.R . SpTeMnt_EWMAC.R . SpTeMnt_EWSL.R . SpTe_CovEst.R . SpTe_DeCor.R . SpTe_MeanEst.R . SpTe_SemiParmReg.R .  Full SpTe2M package functions and examples
Downloads during the last 30 days
Get rewarded with contribution points by helping add
Reviews / comments / questions /suggestions ↴↴↴

Today's Hot Picks in Authors and Packages

pkgdepends  
Package Dependency Resolution and Downloads
Find recursive dependencies of 'R' packages from various sources. Solve the dependencies to obtain ...
Download / Learn more Package Citations See dependency  
deductive  
Data Correction and Imputation Using Deductive Methods
Attempt to repair inconsistencies and missing values in data records by using information from vali ...
Download / Learn more Package Citations See dependency  
SCBiclust  
Identifies Mean, Variance, and Hierarchically Clustered Biclusters
Identifies a bicluster, a submatrix of the data such that the features and observations within the s ...
Download / Learn more Package Citations See dependency  
RcppHNSW  
'Rcpp' Bindings for 'hnswlib', a Library for Approximate Nearest Neighbors
'Hnswlib' is a C++ library for Approximate Nearest Neighbors. This package provides a minimal R int ...
Download / Learn more Package Citations See dependency  
kgschart  
KGS Rank Graph Parser
Restore underlining numeric data from rating history graph of KGS (an online platform of the game o ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  

23,229

R Packages

199,929

Dependencies

62,984

Author Associations

23,230

Publication Badges

© Copyright 2022 - present. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA