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mrtsSphere

Multi-Resolution Thin-Plate Splines on the Sphere

Constructs multi-resolution thin-plate spline basis functions on the sphere for use in spatial regression and large-scale spatial prediction problems. Implements the basis system described in Huang, Huang, and Ing (2025) "Multi-Resolution Spatial Methods on the Sphere: Efficient Prediction for Global Data", Environmetrics, <doi:10.1002/env.70092>. Heavy computations are written in 'C++' via 'Rcpp' with optional 'OpenMP' parallelism.

README

# Paper-companion scripts

These scripts reproduce the analyses in:

> Multi-resolution approximations of Gaussian processes for large
> spatial datasets on the sphere. *Environmetrics*, 2025.
> [doi:10.1002/env.70092](https://doi.org/10.1002/env.70092)

They are bundled with the `mrtsSphere` package for reference but are
**not** part of the package itself — they are not tested by
`R CMD check` and are not automatically loaded.

## Files

| File | Description |
|------|-------------|
| `fullmodel-max.R` | Main analysis script for the SST annual-maximum dataset |
| `fn_pcc_test_pre.R` | Original C++ kernel functions and helpers (now in `src/mrts.cpp`) |
| `fn_0610.R` | Variogram objective functions for parameter estimation |
| `effectivefn.R` | Matérn effective-range calculator |

## Data

`data_sst_max_20240419.csv` is tracked via Git LFS in the repository
root. To run the paper scripts, fetch it with:

```bash
git lfs install
git lfs pull
```

## Running

```r
# from the package source tree
setwd(system.file("paper", package = "mrtsSphere"))
source("fullmodel-max.R")
```

Versions across snapshots

VersionRepositoryFileSize
0.1.2 rolling linux/jammy R-4.5 mrtsSphere_0.1.2.tar.gz 1.8 MiB
0.1.2 rolling linux/noble R-4.5 mrtsSphere_0.1.2.tar.gz 1.8 MiB
0.1.2 rolling source/ R- mrtsSphere_0.1.2.tar.gz 1.6 MiB
0.1.2 latest linux/jammy R-4.5 mrtsSphere_0.1.2.tar.gz 1.8 MiB
0.1.2 latest linux/noble R-4.5 mrtsSphere_0.1.2.tar.gz 1.8 MiB
0.1.2 latest source/ R- mrtsSphere_0.1.2.tar.gz 1.6 MiB
0.1.2 2026-04-23 source/ R- mrtsSphere_0.1.2.tar.gz 0 B

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