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tempted
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", "0.1.0")
Attach the package and use:
library("tempted")
Maintained by
Pixu Shi
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
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 0.1.0, https://cran.r-project.org/web/packages/tempted
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
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
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