nlraa
Nonlinear Regression for Agricultural Applications
Additional nonlinear regression functions using self-start (SS) algorithms. One of the functions is the Beta growth function proposed by Yin et al. (2003) doi:10.1093/aob/mcg029. There are several other functions with breakpoints (e.g. linear-plateau, plateau-linear, exponential-plateau, plateau-exponential, quadratic-plateau, plateau-quadratic and bilinear), a non-rectangular hyperbola and a bell-shaped curve. Twenty eight (28) new self-start (SS) functions in total. This package also supports the publication 'Nonlinear regression Models and applications in agricultural research' by Archontoulis and Miguez (2015) doi:10.2134/agronj2012.0506, a book chapter with similar material doi:10.2134/appliedstatistics.2016.0003.c15 and a publication by Oddi et. al. (2019) in Ecology and Evolution doi:10.1002/ece3.5543. The function 'nlsLMList' uses 'nlsLM' for fitting, but it is otherwise almost identical to 'nlme::nlsList'.In addition, this release of the package provides functions for conducting simulations for 'nlme' and 'gnls' objects as well as bootstrapping. These functions are intended to work with the modeling framework of the 'nlme' package. It also provides four vignettes with extended examples.
- Version1.9.7
- R versionunknown
- LicenseGPL-3
- Needs compilation?No
- Nonlinear regression Models and applications in agricultural research
- book chapter with similar material
- publication by Oddi et. al. (2019) in Ecology and Evolution
- Beta growth function proposed by Yin et al. (2003)
- Last release12/19/2023
Documentation
- VignettePrediction, Bootstrap and Simulation for Nonlinear Models
- VignetteConfidence and Prediction Bands Methods for Nonlinear Models
- Vignettenlraa: Models and Functions for Mixed Models
- VignetteNonlinear Regression (Archontoulis and Miguez) paper
- Vignettenlraa: An R package for Nonlinear Regression Applications in Agricultural Research
- MaterialREADME
- In ViewsAgriculture
Team
Fernando Miguez
Douglas Bates
Show author detailsRolesContributor, Copyright holderR-core
Show author detailsRolesContributor, Copyright holderJosé Pinheiro
Show author detailsRolesContributor, Copyright holderCaio dos Santos
Show author detailsRolesContributor
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- Imports6 packages
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