Other packages > Find by keyword >

WaveletRF  

Wavelet-RF Hybrid Model for Time Series Forecasting
View on CRAN: Click here


Download and install WaveletRF package within the R console
Install from CRAN:
install.packages("WaveletRF")

Install from Github:
library("remotes")
install_github("cran/WaveletRF")

Install by package version:
library("remotes")
install_version("WaveletRF", "0.1.0")



Attach the package and use:
library("WaveletRF")
Maintained by
Ranjit Kumar Paul
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-02-22
Latest Update: 2022-02-22
Description:
The Wavelet Decomposition followed by Random Forest Regression (RF) models have been applied for time series forecasting. The maximum overlap discrete wavelet transform (MODWT) algorithm was chosen as it works for any length of the series. The series is first divided into training and testing sets. In each of the wavelet decomposed series, thesupervised machine learning approach namely random forest was employed to train the model. This package also provides accuracy metrics in the form of Root Mean Square Error (RMSE) and Mean Absolute Prediction Error (MAPE). This package is based on the algorithm of Ding et al. (2021) <doi:10.1007/s11356-020-12298-3>.
How to cite:
Ranjit Kumar Paul (2022). WaveletRF: Wavelet-RF Hybrid Model for Time Series Forecasting. R package version 0.1.0, https://cran.r-project.org/web/packages/WaveletRF. Accessed 26 Jun. 2026.
Previous versions and publish date:
No previous versions
Other packages that cited WaveletRF R package
View WaveletRF citation profile
Other R packages that WaveletRF depends, imports, suggests or enhances
Complete documentation for WaveletRF
Functions, R codes and Examples using the WaveletRF R package
Some associated functions: WaveletFitting . WaveletFittingRF . 
Some associated R codes: WaveletRF.R .  Full WaveletRF package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

colormap  
Color Palettes using Colormaps Node Module
Allows to generate colors from palettes defined in the colormap module of 'Node.js'. (see ...
Download / Learn more Package Citations See dependency  
infotheo  
Information-Theoretic Measures
Implements various measures of information theory based on several entropy estimators. ...
Download / Learn more Package Citations See dependency  
quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  
poptrend  
Estimate Smooth and Linear Trends from Population Count Survey Data
Functions to estimate and plot smooth or linear population trends, or population indices, from anim ...
Download / Learn more Package Citations See dependency  
tactile  
New and Extended Plots, Methods, and Panel Functions for 'lattice'
Extensions to 'lattice', providing new high-level functions, methods for existing functions, panel f ...
Download / Learn more Package Citations See dependency  
PoisBinOrdNor  
Data Generation with Poisson, Binary, Ordinal and Normal Components
Generation of multiple count, binary, ordinal and normal variables simultaneously given the marginal ...
Download / Learn more Package Citations See dependency  

27,535

R Packages

236,180

Dependencies

73,223

Author Associations

27,536

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA