Other packages > Find by keyword >

WaveletMLbestFL  

The Best Wavelet Filter-Level for Prepared Wavelet-Based Models
View on CRAN: Click here


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

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

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



Attach the package and use:
library("WaveletMLbestFL")
Maintained by
Mr. Sandip Garai
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2023-04-13
Latest Update: 2023-04-13
Description:
Four filters have been chosen namely 'haar', 'c6', 'la8', and 'bl14' (Kindly refer to 'wavelets' in 'CRAN' repository for more supported filters). Levels of decomposition are 2, 3, 4, etc. up to maximum decomposition level which is ceiling value of logarithm of length of the series base 2. For each combination two models are run separately. Results are stored in 'input'. First five metrics are expected to be minimum and last three metrics are expected to be maximum for a model to be considered good. Firstly, every metric value (among first five) is searched in every columns and minimum values are denoted as 'MIN' and other values are denoted as 'NA'. Secondly, every metric (among last three) is searched in every columns and maximum values are denoted as 'MAX' and other values are denoted as 'NA'. 'output' contains the similar number of rows (which is 8) and columns (which is number filter-level combinations) as of 'input'. Values in 'output' are corresponding 'NA', 'MIN' or 'MAX'. Finally, the column containing minimum number of 'NA' values is denoted as the best ('FL'). In special case, if two columns having equal 'NA', it has been checked among these two columns which one is having least 'NA' in first five rows and has been inferred as the best. 'FL_metrics_values' are the corresponding metrics values. 'WARIGAANbest' is the data frame (dimension: 1*8) containing different metrics of the best filter-level combination.More details can be found in Garai and others (2023) <doi:10.13140/RG.2.2.11977.42087>.
How to cite:
Mr. Sandip Garai (2023). WaveletMLbestFL: The Best Wavelet Filter-Level for Prepared Wavelet-Based Models. R package version 0.1.0, https://cran.r-project.org/web/packages/WaveletMLbestFL. Accessed 21 Aug. 2026.
Previous versions and publish date:
No previous versions
Other packages that cited WaveletMLbestFL R package
View WaveletMLbestFL citation profile
Other R packages that WaveletMLbestFL depends, imports, suggests or enhances
Complete documentation for WaveletMLbestFL
Functions, R codes and Examples using the WaveletMLbestFL R package
Full WaveletMLbestFL package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

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  
artfima  
ARTFIMA Model Estimation
Fit and simulate ARTFIMA. Theoretical autocovariance function and spectral density function for stat ...
Download / Learn more Package Citations See dependency  
preputils  
Utilities for Preparation of Data Analysis
Miscellaneous small utilities are provided to mitigate issues with messy, inconsistent or high dimen ...
Download / Learn more Package Citations See dependency  
potential  
Implementation of the Potential Model
Provides functions to compute the potential model as defined by Stewart (1941) ...
Download / Learn more Package Citations See dependency  

28,332

R Packages

239,283

Dependencies

75,034

Author Associations

28,333

Publication Badges

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