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", "1.3.3")



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: 2025-07-08
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 1.3.3, https://cran.r-project.org/web/packages/cpfa. Accessed 28 Oct. 2026.
Previous versions and publish date:
(2026-09-24 21:40), 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), 1.1-6 (2024-11-01 07:40), 1.1-7 (2025-02-23 00:10), 1.1-8 (2025-04-15 19:20), 1.1-9 (2025-05-23 21:32), 1.2-0 (2025-06-11 21:10), 1.2-1 (2025-07-08 02:00), 1.2-2 (2025-10-19 01:20), 1.2-3 (2025-11-02 23:40), 1.2-4 (2025-12-15 05:10), 1.2-5 (2026-01-15 04:40), 1.2-6 (2026-02-06 20:00), 1.2-7 (2026-03-29 22:30), 1.2-8 (2026-04-14 02:50), 1.2-9 (2026-05-08 04:41), 1.3.0 (2026-06-02 20:20), 1.3.1 (2026-07-13 07:10), 1.3.2 (2026-08-02 04:10)
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

Today's Hot Picks in Authors and Packages

cats  
Cohort Platform Trial Simulation
Cohort plAtform Trial Simulation whereby every cohort consists of two arms, control and experimenta ...
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  
NPHazardRate  
Nonparametric Hazard Rate Estimation
Provides functions and examples for histogram, kernel (classical, variable bandwidth and transformat ...
Download / Learn more Package Citations See dependency  
msamp  
Estimate Sample Size to Detect Bacterial Contamination in a Product Lot
Estimates the sample size needed to detect microbial contamination in a lot with a user-specified d ...
Download / Learn more Package Citations See dependency  
ncdf4  
Interface to Unidata netCDF (Version 4 or Earlier) Format Data Files
Provides a high-level R interface to data files written using Unidata's netCDF library (version 4 or ...
Download / Learn more Package Citations See dependency  

29,218

R Packages

247,686

Dependencies

77,281

Author Associations

29,219

Publication Badges

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