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Package: clustOpt
Version: 1.2
Date: 2025-02-20
Title: Optimizing Clustering Resolution for Multi-subject Single Cell Studies
Description: Optimal clustering resolution parameters determined through Random Forests, a silhouette score-based assessment of clustering validity, and subject-wise cross-validation.
Author: Natalie Gill [aut, cre], Reuben Thomas [aut], Min-Gyoung Shin [aut], Ayushi Agrawal [aut]
Maintainer: Natalie Gill <natalie.gill@gladstone.ucsf.edu>
Authors@R: c(person("Natalie", "Gill", role = c("aut", "cre"), email = "natalie.gill@gladstone.ucsf.edu"),
person("Min-Gyoung", "Shin", role = c("aut"), email = "mingyoung.shin@gladstone.ucsf.edu"),
person("Ayushi", "Agrawal", role = c("aut"), email = "ayushi.agrawal@gladstone.ucsf.edu"),
person("Erwin", "Perez", role = c("aut"), email = "perezerw@usc.edu"),
person("Reuben", "Thomas", role = c("aut"), email = "reuben.thomas@gladstone.ucsf.edu"))
Depends:
R (>= 4.5.0)
Imports:
cli,
progressr,
future.apply,
ranger,
cluster,
Seurat (>= 5.3.0),
SeuratObject,
dplyr (>= 1.1.3),
ggplot2 (>= 3.3.5),
purrr (>= 0.3.4),
tidyr,
Matrix,
methods,
stats,
rlang
License: MIT + file LICENSE
URL: https://gladstone-institutes.github.io/clustOpt, https://github.com/gladstone-institutes/clustOpt
BugReports: https://github.com/gladstone-institutes/clustOpt/issues
RoxygenNote: 7.3.3
Encoding: UTF-8
Collate:
'metrics.R'
'data_preparation.R'
'sketching.R'
'validation.R'
'clust_opt.R'
'visualization.R'
Suggests:
knitr,
rmarkdown,
testthat (>= 3.0.0),
BPCells,
glmGamPoi
Config/testthat/edition: 3
VignetteBuilder: knitr