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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.
| Version: | 1.1.3 |
| Depends: | R (≥ 2.10) |
| Imports: | spm, gstat, sp, randomForest, gbm, stats, fields, nlme, glmnet, e1071 |
| Suggests: | knitr, rmarkdown |
| Published: | 2023-04-06 |
| DOI: | 10.32614/CRAN.package.spm2 |
| Author: | Jin Li [aut, cre] |
| Maintainer: | Jin Li <jinli68 at gmail.com> |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| NeedsCompilation: | no |
| CRAN checks: | spm2 results |
| Reference manual: | spm2.pdf |
| Package source: | spm2_1.1.3.tar.gz |
| Windows binaries: | r-devel: spm2_1.1.3.zip, r-release: spm2_1.1.3.zip, r-oldrel: spm2_1.1.3.zip |
| macOS binaries: | r-release (arm64): spm2_1.1.3.tgz, r-oldrel (arm64): spm2_1.1.3.tgz, r-release (x86_64): spm2_1.1.3.tgz, r-oldrel (x86_64): spm2_1.1.3.tgz |
| Old sources: | spm2 archive |
| Reverse imports: | steprf |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.