Other packages > Find by keyword >

cpfa  

Classification with Parallel Factor Analysis
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("cpfa", "1.1-6")



Attach the package and use:
library("cpfa")
Maintained by
Matthew A. Snodgress
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-03-09
Latest Update: 2024-02-15
Description:
Classification using Richard A. Harshman's Parallel Factor Analysis-1 (Parafac) model or Parallel Factor Analysis-2 (Parafac2) model fit to a three-way or four-way data array. See Harshman and Lundy (1994): . Uses component weights from one mode of a Parafac or Parafac2 model as features to tune parameters for one or more classification methods via a k-fold cross-validation procedure. Allows for constraints on different tensor modes. Supports penalized logistic regression, support vector machine, random forest, feed-forward neural network, regularized discriminant analysis, and gradient boosting machine. Supports binary and multiclass classification. Predicts class labels or class probabilities and calculates multiple classification performance measures. Implements parallel computing via the 'parallel' and 'doParallel' packages.
How to cite:
Matthew A. Snodgress (2022). cpfa: Classification with Parallel Factor Analysis. R package version 1.1-6, https://cran.r-project.org/web/packages/cpfa. Accessed 21 Nov. 2024.
Previous versions and publish date:
1.0-0 (2022-03-09 22:20), 1.0-1 (2022-04-09 01:22), 1.0-2 (2022-05-16 22:50), 1.0-3 (2022-06-16 04:20), 1.0-4 (2022-06-20 16:20), 1.0-5 (2023-08-07 19:30), 1.0-6 (2023-09-07 17:20), 1.0-7 (2023-10-07 17:50), 1.0-8 (2023-10-15 19:40), 1.0-9 (2023-11-19 05:00), 1.1-0 (2023-12-02 06:10), 1.1-1 (2024-02-03 20:40), 1.1-2 (2024-02-15 18:50), 1.1-3 (2024-04-07 04:43), 1.1-4 (2024-04-26 23:00), 1.1-5 (2024-10-01 17:30)
Other packages that cited cpfa R package
View cpfa citation profile
Other R packages that cpfa depends, imports, suggests or enhances
Complete documentation for cpfa
Functions, R codes and Examples using the cpfa R package
Some associated functions: cpfa-internals . cpfa . cpm.all . cpm . predict.cpfa . print.cpfa . tune.cpfa . 
Some associated R codes: cpfa.R . cpm.R . cpm.all.R . kcv.nn.R . kcv.plr.R . kcv.rda.R . kcv.rf.R . kcv.svm.R . predict.cpfa.R . print.cpfa.R . tune.cpfa.R .  Full cpfa package functions and examples
Downloads during the last 30 days
Get rewarded with contribution points by helping add
Reviews / comments / questions /suggestions ↴↴↴

Today's Hot Picks in Authors and Packages

crossrun  
Joint Distribution of Number of Crossings and Longest Run
Joint distribution of number of crossings and the longest run in a series of independent Bernoulli ...
Download / Learn more Package Citations See dependency  
deductive  
Data Correction and Imputation Using Deductive Methods
Attempt to repair inconsistencies and missing values in data records by using information from vali ...
Download / Learn more Package Citations See dependency  
kgschart  
KGS Rank Graph Parser
Restore underlining numeric data from rating history graph of KGS (an online platform of the game o ...
Download / Learn more Package Citations See dependency  
SCBiclust  
Identifies Mean, Variance, and Hierarchically Clustered Biclusters
Identifies a bicluster, a submatrix of the data such that the features and observations within the s ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
pkgdepends  
Package Dependency Resolution and Downloads
Find recursive dependencies of 'R' packages from various sources. Solve the dependencies to obtain ...
Download / Learn more Package Citations See dependency  

23,229

R Packages

199,929

Dependencies

62,984

Author Associations

23,230

Publication Badges

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