magi: MAnifold-Constrained Gaussian Process Inference

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>.

Package details

AuthorShihao Yang [aut, cre] (<https://orcid.org/0000-0003-3910-4969>), Samuel W.K. Wong [aut] (<https://orcid.org/0000-0002-7325-7267>), S.C. Kou [ctb, cph] (Contributor of MAGI method development)
MaintainerShihao Yang <shihao.yang@isye.gatech.edu>
LicenseMIT + file LICENSE
Version1.2.2
URL https://arxiv.org/abs/2203.06066
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("magi")

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magi documentation built on April 26, 2023, 1:12 a.m.