Spatial Predictive Modeling
Overview
Introduction to some novel accurate hybrid methods of geostatistical and machine learning methods for spatial predictive modelling. It contains two commonly used geostatistical methods, two machine learning methods, four hybrid methods and two averaging methods. For each method, two functions are provided. One function is for assessing the predictive errors and accuracy of the method based on cross-validation. The other one is for generating spatial predictions using the method. For details please see: Li, J., Potter, A., Huang, Z., Daniell, J. J. and Heap, A. (2010) https://ecat.ga.gov.au/geonetwork/srv/eng/catalog.search#/metadata/71407 Li, J., Heap, A. D., Potter, A., Huang, Z. and Daniell, J. (2011) doi:10.1016/j.csr.2011.05.015 Li, J., Heap, A. D., Potter, A. and Daniell, J. (2011) doi:10.1016/j.envsoft.2011.07.004 Li, J., Potter, A., Huang, Z. and Heap, A. (2012) https://ecat.ga.gov.au/geonetwork/srv/eng/catalog.search#/metadata/74030.
Install
Health
- OK13 OK2026-08-04
- NOTE12 OK, 1 NOTE2026-08-01
- OK12 OK2026-04-25
- NOTE13 OK, 1 NOTE2026-03-10
Documentation
- Help pages
- 41
- Examples that run
- 9%3 run in a plain check · 30 never run
- Exported functions with examples
- 100%
- Documented parameters
- 83%
- Return-value docs
- 100%
- Help pages citing references
- 80%
Downloads
Dependencies
Installing spm adds 25 packages (19 with compiled code, 34 MB of source tarballs). Heaviest: sf 9.3 MB, sp 4.3 MB, stars 3.8 MB.
Code & Tests
Datasets
People & History
Pick two releases to compare their code metrics.
- RR 4.6.0 released · 2026-04-24
- 1.2.3Latest
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- RR 4.3.0 released · 2023-04-21
- 1.2.22022-05-06 · diff ↗
- RR 4.2.0 released · 2022-04-22
- unarchivedReturned to CRAN2021-09-06
- 1.2.12021-09-06 · diff ↗
- archivedRemoved from CRAN2021-06-02email to the maintainer was undeliverable
- RR 4.1.0 released · 2021-05-18
- RR 4.0.0 released · 2020-04-24
- RR 3.6.0 released · 2019-04-26
- 1.2.0
- 1.1.12018-07-20 · diff ↗
- RR 3.5.0 released · 2018-04-23
Package metadata
- First published
- 2017-08-25
- Total releases
- 7 / 9 yrs
- License
- GPL (>= 2) OSI
- Minimum R
- ≥ 2.10
- Bundled data
- 2.5 MB / 7 files
- Download size
- 2.3 MB
Cite
Cite this package
Run in R for the authors' preferred citation:
citation("spm")This package has no citation file, so citation() returns this entry built from DESCRIPTION.
Cite the R Observatory
For a number measured here: a download total, a coverage figure, an archival date.
From data release v2026-10-23, which the citation names so these numbers can be found later. More on citing and the projects behind them.