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 one (21) 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 simulation 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.
Version: | 0.73 |
Depends: | R (≥ 3.5.0) |
Imports: | boot, knitr, MASS, Matrix, mgcv, nlme, stats |
Suggests: | bbmle, car, emmeans, ggplot2, HydroMe, lattice, minpack.lm, NISTnls, nlstools, nls2, parallel, segmented |
Published: | 2020-06-12 |
Author: | Fernando Miguez [aut, cre], José Pinheiro [ctb, cph] (author of nlme::nlsList, nlme::predict.gnls, nlme::predict.nlme), Douglas Bates [ctb, cph] (author of nlme::nlsList, nlme::predict.gnls, nlme::predict.nlme), R-core [ctb, cph] |
Maintainer: | Fernando Miguez <femiguez at iastate.edu> |
BugReports: | https://github.com/femiguez/nlraa/issues |
License: | GPL-3 |
NeedsCompilation: | no |
Materials: | README |
CRAN checks: | nlraa results |
Reference manual: | nlraa.pdf |
Vignettes: |
Bootstrap and Simulation for Nonlinear Models nlraa: Models and Functions for Mixed Models Archontoulis and Miguez paper Oddi etal - LFMC - paper nlraa: An R package for Nonlinear Regression Applications in Agricultural Research |
Package source: | nlraa_0.73.tar.gz |
Windows binaries: | r-devel: nlraa_0.73.zip, r-release: nlraa_0.73.zip, r-oldrel: nlraa_0.73.zip |
macOS binaries: | r-release: nlraa_0.73.tgz, r-oldrel: nlraa_0.73.tgz |
Old sources: | nlraa archive |
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