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EHRtemporalVariability  

Delineating Temporal Dataset Shifts in Electronic Health Records
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("EHRtemporalVariability", "1.2.1")



Attach the package and use:
library("EHRtemporalVariability")
Maintained by
Carlos Sáez
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2019-03-14
Latest Update: 2024-01-26
Description:
Functions to delineate temporal dataset shifts in Electronic Health Records through the projection and visualization of dissimilarities among data temporal batches. This is done through the estimation of data statistical distributions over time and their projection in non-parametric statistical manifolds, uncovering the patterns of the data latent temporal variability. 'EHRtemporalVariability' is particularly suitable for multi-modal data and categorical variables with a high number of values, common features of biomedical data where traditional statistical process control or time-series methods may not be appropriate. 'EHRtemporalVariability' allows you to explore and identify dataset shifts through visual analytics formats such as Data Temporal heatmaps and Information Geometric Temporal (IGT) plots. An additional 'EHRtemporalVariability' Shiny app can be used to load and explore the package results and even to allow the use of these functions to those users non-experienced in R coding. (S
How to cite:
Carlos Sáez (2019). EHRtemporalVariability: Delineating Temporal Dataset Shifts in Electronic Health Records. R package version 1.2.1, https://cran.r-project.org/web/packages/EHRtemporalVariability. Accessed 22 Dec. 2024.
Previous versions and publish date:
1.0.1 (2019-06-11 18:20), 1.0.2 (2019-09-26 17:30), 1.0.3 (2020-03-26 06:10), 1.0.4 (2020-03-28 09:20), 1.0 (2019-03-14 13:03), 1.1.0 (2020-05-21 14:50), 1.1.1 (2020-05-25 16:10), 1.1.2.1 (2020-10-09 12:50), 1.1.2 (2020-10-08 13:30), 1.1.4 (2021-05-31 17:00), 1.2.0 (2023-12-17 08:30)
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