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DESCRIPTION
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Package: LUCIDus
Type: Package
Title: Latent Unknown Clustering Integrating Multi-View Data
Version: 2.2.1
Authors@R: c(
person(given = "Yinqi", family = "Zhao",
email = "[email protected]",
role = c("aut", "cre"),
comment = c(ORCID = "0000-0003-2413-732X")),
person(given = "David", family = "Conti",
email = "[email protected]", role = "ths",
comment = c(ORCID = "0000-0002-2941-7833")),
person(given = "Jesse", family = "Goodrich",
role = "ctb",
comment = c(ORCID = "0000-0001-6615-0472")),
person(given = "Cheng", family = "Peng", role = "ctb")
)
Description: An implementation of the LUCID model (Peng (2019) <doi:10.1093/bioinformatics/btz667>).
LUCID conducts integrated clustering using exposures, omics data (and outcome
as an option). An EM algorithm is implemented to estimate MLE of the LUCID model.
'LUCIDus' features integrated variable selection, incorporation of missing omics
data, bootstrap inference, prediction and visualization of the model.
Depends: R (>= 3.6.0)
License: GPL-3
Encoding: UTF-8
RoxygenNote: 7.2.1
LazyData: true
URL: https://github.com/USCbiostats/LUCIDus
BugReports: https://github.com/USCbiostats/LUCIDus/issues
Suggests:
knitr,
testthat (>= 3.0.0),
rmarkdown
VignetteBuilder: knitr
Config/testthat/edition: 3
Imports:
boot,
glasso,
glmnet,
jsonlite,
mclust,
mix,
networkD3,
nnet,
progress