CRAN/E | spm2

spm2

Spatial Predictive Modeling

Installation

About

An updated and extended version of 'spm' package, by introducing some further novel functions for modern statistical methods (i.e., generalised linear models, glmnet, generalised least squares), thin plate splines, support vector machine, kriging methods (i.e., simple kriging, universal kriging, block kriging, kriging with an external drift), and novel hybrid methods (228 hybrids plus numerous variants) of modern statistical methods or machine learning methods with mathematical and/or univariate geostatistical methods for spatial predictive modelling. For each method, two functions are provided, with one function for assessing the predictive errors and accuracy of the method based on cross-validation, and the other for generating spatial predictions. It also contains a couple of functions for data preparation and predictive accuracy assessment.

Key Metrics

Version 1.1.3
R ≥ 2.10
Published 2023-04-06 386 days ago
Needs compilation? no
License GPL-2
License GPL-3
CRAN checks spm2 results

Downloads

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Last 30 days 219 -6%
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Last 365 days 3.002 +9%

Maintainer

Maintainer

Jin Li

jinli68@gmail.com

Authors

Jin Li

aut / cre

Material

Reference manual
Package source

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

spm2 archive

Depends

R ≥ 2.10

Imports

spm
gstat
sp
randomForest
gbm
stats
fields
nlme
glmnet
e1071

Suggests

knitr
rmarkdown

Reverse Imports

steprf