GoreLab/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>.

Getting started

Package details

MaintainerJenna Hershberger <jmh579@cornell.edu>
LicenseMIT + file LICENSE
Version0.2.5.9000
URL https://gorelab.github.io/waves/ https://github.com/GoreLab/waves
Package repositoryView on GitHub
Installation Install the latest version of this package by entering the following in R:
install.packages("remotes")
remotes::install_github("GoreLab/waves")
GoreLab/waves documentation built on April 15, 2024, 3:28 p.m.