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]
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 14 Apr. 2025.
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
03/1503/1603/1703/1803/1903/2003/2103/2203/2303/2403/2503/2603/2703/2803/2903/3003/3104/0104/0204/0304/0404/0504/0604/0704/0804/0904/1004/1104/1204/13Downloads for WaveletMLbestFL01020304050607080TrendBars

Today's Hot Picks in Authors and Packages

AzureKeyVault  
Key and Secret Management in 'Azure'
Manage keys, certificates, secrets, and storage accounts in Microsoft's 'Key Vault' service: ...
Download / Learn more Package Citations See dependency  
bcf  
Causal Inference using Bayesian Causal Forests
Causal inference for a binary treatment and continuous outcome using Bayesian Causal Forests. See Ha ...
Download / Learn more Package Citations See dependency  
spatstat.utils  
Utility Functions for 'spatstat'
Contains utility functions for the 'spatstat' family of packages which may also be useful for other ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
mlim  
Single and Multiple Imputation with Automated Machine Learning
Machine learning algorithms have been used for performing single missing data imputation and most r ...
Download / Learn more Package Citations See dependency  
networkscaleup  
Network Scale-Up Models for Aggregated Relational Data
Provides a variety of Network Scale-up Models for researchers to analyze Aggregated Relational Data, ...
Download / Learn more Package Citations See dependency  

24,012

R Packages

207,311

Dependencies

64,993

Author Associations

24,013

Publication Badges

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