MAnifold-Constrained Gaussian Process Inference
Overview
Provides fast and accurate inference for the parameter estimation problem in Ordinary Differential Equations, including the case when there are unobserved system components. Implements the MAGI method (MAnifold-constrained Gaussian process Inference) of Yang, Wong, and Kou (2021) doi:10.1073/pnas.2020397118. A user guide is provided by the accompanying software paper Wong, Yang, and Kou (2024) doi:10.18637/jss.v109.i04.
Install
Health
NOTER code for possible problemsr-devel-linux-x86_64-debian-clang, r-devel-linux-x86_64-debian-gcc, r-devel-linux-x86_64-fedora-clang, r-devel-linux-x86_64-fedora-gcc, r-devel-windows-x86_64
Found calls to structure() using deprecated special names: magi/tests/testthat/test_loglikR.R (.Dim: 1) magi/tests/testthat/test_optimizePhi.R (.Dim: 1) magi/tests/testthat/test_xthetasigmallik.R (.Dim: 1) '.Dim' should be changed to 'dim'.
- NOTE8 OK, 5 NOTENow
- NOTE11 OK, 2 NOTE2026-07-16
- OK12 OK2026-04-25
- NOTE12 OK, 2 NOTE2026-04-22
- ERROR11 OK, 2 NOTE, 1 ERROR2026-04-18
- NOTE12 OK, 2 NOTE2026-03-10
Documentation
- Help pages
- 17
- Examples that run
- 100%15 run in a plain check
- Exported functions with examples
- 100%
- Documented parameters
- 100%
- Return-value docs
- 100%
- Help pages citing references
- 35%
- magi-vignette HTML
Downloads
Dependencies
Code & Tests
Datasets
People & History
Pick two releases to compare their code metrics.
- RR 4.6.0 released · 2026-04-24
- 1.2.5Latest
- RR 4.5.0 released · 2025-04-11
- 1.2.42024-06-22 · diff ↗
- 1.2.32024-05-05 · diff ↗
- RR 4.4.0 released · 2024-04-24
- 1.2.2
- RR 4.3.0 released · 2023-04-21
- 1.2.12022-12-19 · diff ↗
- 1.2.02022-08-29 · diff ↗ ·
added 14 exports
fnmodelDtheta, fnmodelDx, fnmodelODE, hes1logmodelDtheta, hes1logmodelDx, hes1logmodelODE, hes1modelDtheta, hes1modelDx, hes1modelODE, is.magioutput, magioutput, ptransmodelDtheta, ptransmodelDx, ptransmodelODE - RR 4.2.0 released · 2022-04-22
- 1.1.52022-01-14 · diff ↗
- unarchivedReturned to CRAN2022-01-11
- 1.1.32022-01-11 · diff ↗
- archivedRemoved from CRAN2021-08-01check problems were not corrected in repeated resubmissions
- 1.0.02021-07-27
Show 1 earlier eventHide 1 earlier event
- RR 4.1.0 released · 2021-05-18
Package metadata
- First published
- 2021-07-27
- Total releases
- 9 / 5 yrs
- License
- MIT + file LICENSE OSI
- Minimum R
- ≥ 3.6.0
- Bundled data
- 0.5 KB / 1 file
- Download size
- 254 KB
Cite
Cite this package
Run in R for the authors' entry:
citation("magi")The package provides a citation file, so citation() returns the authors' own entry.
It points to 10.18637/jss.v109.i04.
Cite the R Observatory
For a number measured here: a download total, a coverage figure, an archival date.
From data release v2026-10-18, which the citation names so these numbers can be found later. More on citing and the projects behind them.