Other packages > Find by keyword >

tempted  

Temporal Tensor Decomposition, a Dimensionality Reduction Tool for Longitudinal Multivariate Data
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("tempted", "0.1.1")



Attach the package and use:
library("tempted")
Maintained by
Pixu Shi
[Scholar Profile | Author Map]
First Published: 2024-01-11
Latest Update: 2024-01-11
Description:
TEMPoral TEnsor Decomposition (TEMPTED), is a dimension reduction method for multivariate longitudinal data with varying temporal sampling. It formats the data into a temporal tensor and decomposes it into a summation of low-dimensional components, each consisting of a subject loading vector, a feature loading vector, and a continuous temporal loading function. These loadings provide a low-dimensional representation of subjects or samples and can be used to identify features associated with clusters of subjects or samples. TEMPTED provides the flexibility of allowing subjects to have different temporal sampling, so time points do not need to be binned, and missing time points do not need to be imputed.
How to cite:
Pixu Shi (2024). tempted: Temporal Tensor Decomposition, a Dimensionality Reduction Tool for Longitudinal Multivariate Data. R package version 0.1.1, https://cran.r-project.org/web/packages/tempted. Accessed 13 Apr. 2025.
Previous versions and publish date:
0.1.0 (2024-01-11 11:10)
Other packages that cited tempted R package
View tempted citation profile
Other R packages that tempted depends, imports, suggests or enhances
Complete documentation for tempted
Functions, R codes and Examples using the tempted R package
Some associated functions: aggregate_feature . bernoulli_kernel . count_table . est_test_subject . format_tempted . meta_table . plot_feature_summary . plot_metafeature . plot_time_loading . processed_table . ratio_feature . svd_centralize . tdenoise . tempted . tempted_all . 
Some associated R codes: TEMPTED.R . TEMPTED_package.R .  Full tempted package functions and examples
Downloads during the last 30 days
03/1403/1503/1603/1703/1803/1903/2003/2103/2203/2403/2503/2603/2703/2803/3003/3104/0104/0204/0304/0404/0504/0604/0704/0804/0904/1004/11Downloads for tempted123456789TrendBars

Today's Hot Picks in Authors and Packages

COMPoissonReg  
Conway-Maxwell Poisson (COM-Poisson) Regression
Fit Conway-Maxwell Poisson (COM-Poisson or CMP) regression models to count data (Sellers & Shmueli, ...
Download / Learn more Package Citations See dependency  
LDABiplots  
Biplot Graphical Interface for LDA Models
Contains the development of a tool that provides a web-based graphical user interface (GUI) to perf ...
Download / Learn more Package Citations See dependency  
MLeval  
Machine Learning Model Evaluation
Straightforward and detailed evaluation of machine learning models. 'MLeval' can produce receiver op ...
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  
optimParallel  
Parallel Version of the L-BFGS-B Optimization Method
Provides a parallel version of the L-BFGS-B method of optim(). The main function of the package is o ...
Download / Learn more Package Citations See dependency  
ggprism  
A 'ggplot2' Extension Inspired by 'GraphPad Prism'
Provides various themes, palettes, and other functions that are used to customise ggplots to look l ...
Download / Learn more Package Citations See dependency  

24,012

R Packages

207,311

Dependencies

64,867

Author Associations

24,013

Publication Badges

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