The rgnoisefilt package adapts classic and recent filtering techniques for use in regression problems, and it also incorporates methods specifically designed for regression data (Martin et al. 2021, Arnaiz-Gonzalez et al. 2014).
The current release version can be found on CRAN or can also be downloaded using the commands below:
install.packages('rgnoisefilt')install.packages("devtools")
devtools::install_github("juanmartinsantos/rgnoisefilt/pkg/rgnoisefilt")Detailed documentation can be found here
If you use rgnoisefilt please cite:
Martín J. and Sáez J.A. and Corchado E. (2024). Tackling the problem of noisy IoT sensor data in smart agriculture: Regression noise filters for enhanced evapotranspiration prediction. Expert Systems with Applications, 237(Part B), 121608.