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scConform

Conformal Inference for Cell Type Annotation

Bioconductor version: 3.23 · Package version: 1.0.0

Builds prediction interval for cell type annotation using conformal inference and conformal risk control. It provides two main methods. The first one gives prediction intervals with coverage guarantees based on standard conformal inference. The second one instead gives hierarchical prediction intervals that are consistent with the cell ontology.

Installation

if (!require("BiocManager", quietly = TRUE))
    install.packages("BiocManager")

BiocManager::install("scConform")

Details

MaintainerDaniela Corbetta <daniela.corbetta@unipd.it>
AuthorDaniela Corbetta [aut, cre] (ORCID: <https://orcid.org/0009-0008-5026-8271>), Tram Nguyen [ctb], Nitesh Turaga [ctb], Ludwig Geistlinger [ctb]
LicenseArtistic-2.0
URLhttps://github.com/ccb-hms/scConform
Bug Reportshttps://github.com/ccb-hms/scConform/issues
Downloads rank49
Source branchRELEASE_3_23
biocViewsAnnotation, Classification, SingleCell, Software

Documentation

Download

Dependencies

Depends: R (>= 4.5.0)

Imports: igraph, stats, SummarizedExperiment, BiocParallel, Rgraphviz

Suggests: knitr, Matrix, rmarkdown, BiocStyle, VGAM, ontoProc, MerfishData, doParallel, scuttle, SingleCellExperiment, scran, testthat (>= 3.0.0)