EHRtemporalVariability: Delineating Temporal Dataset Shifts in Electronic Health Records

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. Preprint published in medRxiv (Sáez et al. 2020) <doi:10.1101/2020.04.07.20056564>.

Version: 1.1.1
Depends: R (≥ 3.3.0), dplyr
Imports: plotly, zoo, xts, lubridate, RColorBrewer, viridis, scales, methods, MASS
Suggests: knitr, rmarkdown, devtools, BiocStyle, dbscan
Published: 2020-05-25
Author: Carlos Sáez [aut, cre], Alba Gutiérrez-Sacristán [aut], Isaac Kohane [aut], Juan M García-Gómez [aut], Paul Avillach [aut], Biomedical Data Science Lab, Universitat Politècnica de València (Spain) [cph], Department of Biomedical Informatics, Harvard Medical School [cph]
Maintainer: Carlos Sáez <carsaesi at upv.es>
License: Apache License 2.0 | file LICENSE
URL: http://github.com/hms-dbmi/EHRtemporalVariability
NeedsCompilation: no
Materials: README NEWS
CRAN checks: EHRtemporalVariability results

Downloads:

Reference manual: EHRtemporalVariability.pdf
Vignettes: EHRtemporalVariability
Package source: EHRtemporalVariability_1.1.1.tar.gz
Windows binaries: r-devel: EHRtemporalVariability_1.1.1.zip, r-release: EHRtemporalVariability_1.1.1.zip, r-oldrel: EHRtemporalVariability_1.1.0.zip
macOS binaries: r-release: EHRtemporalVariability_1.1.0.tgz, r-oldrel: EHRtemporalVariability_1.1.1.tgz
Old sources: EHRtemporalVariability archive

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