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waves: Vis-NIR Spectral Analysis Wrapper

Originally designed application in the context of resource-limited plant research and breeding programs, 'waves' provides an open-source solution to spectral data processing and model development by bringing useful packages together into a streamlined pipeline. This package is wrapper for functions related to the analysis of point visible and near-infrared reflectance measurements. It includes visualization, filtering, aggregation, preprocessing, cross-validation set formation, model training, and prediction functions to enable open-source association of spectral and reference data. This package is documented in a peer-reviewed manuscript in the Plant Phenome Journal <doi:10.1002/ppj2.20012>. Specialized cross-validation schemes are described in detail in Jarquín et al. (2017) <doi:10.3835/plantgenome2016.12.0130>. Example data is from Ikeogu et al. (2017) <doi:10.1371/journal.pone.0188918>.

Version: 0.2.5
Depends: R (≥ 3.5)
Imports: caret, dplyr, ggplot2, lifecycle, magrittr, pls, prospectr, randomForest, readr, rlang, scales, spectacles, stringr, tibble, tidyr (≥ 1.0), tidyselect
Suggests: testthat (≥ 2.1.0), knitr, rmarkdown
Published: 2023-12-12
DOI: 10.32614/CRAN.package.waves
Author: Jenna Hershberger ORCID iD [aut, cre], Michael Gore [ths], NSF BREAD IOS-1543958 [fnd]
Maintainer: Jenna Hershberger <jmh579 at cornell.edu>
BugReports: https://github.com/GoreLab/waves/issues
License: MIT + file LICENSE
URL: https://github.com/GoreLab/waves
NeedsCompilation: no
Citation: waves citation info
Materials: README NEWS
CRAN checks: waves results

Documentation:

Reference manual: waves.pdf
Vignettes: waves

Downloads:

Package source: waves_0.2.5.tar.gz
Windows binaries: r-devel: waves_0.2.5.zip, r-release: waves_0.2.5.zip, r-oldrel: waves_0.2.5.zip
macOS binaries: r-release (arm64): waves_0.2.5.tgz, r-oldrel (arm64): waves_0.2.5.tgz, r-release (x86_64): waves_0.2.5.tgz, r-oldrel (x86_64): waves_0.2.5.tgz
Old sources: waves archive

Linking:

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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.