EHRtemporalVariability

Delineating Reference Changes in Electronic Health Records over Time

The 'EHRtemporalVariability' package contains functions to delineate reference changes over time 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. Results can be explored 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.

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Description file content

Package
EHRtemporalVariability
Type
Package
Title
Delineating Reference Changes in Electronic Health Records over Time
Version
1.0.1
Date
2019-05-17
Encoding
UTF-8
Description
The 'EHRtemporalVariability' package contains functions to delineate reference changes over time 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. Results can be explored 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.
Depends
R (>= 3.3.0), dplyr
License
Apache License 2.0 | file LICENSE
LazyData
true
Imports
plotly, shiny, zoo, xts, lubridate, RColorBrewer, viridis, scales, methods
Suggests
knitr, rmarkdown, devtools, BiocStyle
VignetteBuilder
knitr
NeedsCompilation
no
Maintainer
Carlos Sáez
RoxygenNote
6.1.1
URL
Packaged
2019-06-11 14:08:27 UTC; Carlos
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]
Repository
CRAN
Date/Publication
2019-06-11 16:20:17 UTC

install.packages('EHRtemporalVariability')

1.0.1

4 days ago

http://github.com/hms-dbmi/EHRtemporalVariability

Carlos Sáez

Apache License 2.0 | file LICENSE

Depends on

R (>= 3.3.0), dplyr

Imports

plotly, shiny, zoo, xts, lubridate, RColorBrewer, viridis, scales, methods

Suggests

knitr, rmarkdown, devtools, BiocStyle

Discussions