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]
All associated links for this package
First Published: 2024-01-11
Latest Update: 2024-05-09
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 05 Oct. 2026.
Previous versions and publish date:
(2026-07-09 07:12), 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

Today's Hot Picks in Authors and Packages

correlation  
Methods for Correlation Analysis
Lightweight package for computing different kinds of correlations, such as partial correlations, Ba ...
Download / Learn more Package Citations See dependency  
genie  
Fast, Robust, and Outlier Resistant Hierarchical Clustering
Includes the reference implementation of Genie - a hierarchical clustering algorithm that links two ...
Download / Learn more Package Citations See dependency  
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  
cdlTools  
Tools to Download and Work with USDA Cropscape Data
Downloads USDA National Agricultural Statistics Service (NASS) cropscape data for a specified state ...
Download / Learn more Package Citations See dependency  

28,905

R Packages

247,686

Dependencies

76,495

Author Associations

28,906

Publication Badges

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