transformGamPoi
Variance Stabilizing Transformation for Gamma-Poisson Models
Bioconductor version: 3.23 · Package version: 1.18.0
Variance-stabilizing transformations help with the analysis of heteroskedastic data (i.e., data where the variance is not constant, like count data). This package provide two types of variance stabilizing transformations: (1) methods based on the delta method (e.g., 'acosh', 'log(x+1)'), (2) model residual based (Pearson and randomized quantile residuals).
Installation
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("transformGamPoi") Details
| Maintainer | Constantin Ahlmann-Eltze <artjom31415@googlemail.com> |
| Author | Constantin Ahlmann-Eltze [aut, cre] (ORCID: <https://orcid.org/0000-0002-3762-068X>) |
| License | GPL-3 |
| URL | https://github.com/const-ae/transformGamPoi |
| Bug Reports | https://github.com/const-ae/transformGamPoi/issues |
| Downloads rank | 261 |
| Source branch | RELEASE_3_23 |
| biocViews | Normalization, Preprocessing, Regression, SingleCell, Software |
Documentation
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Dependencies
Imports: glmGamPoi, DelayedArray, Matrix, MatrixGenerics, SummarizedExperiment, HDF5Array, methods, utils, Rcpp
LinkingTo: Rcpp
Suggests: testthat, TENxPBMCData, scran, knitr, rmarkdown, BiocStyle
Reverse dependencies
Suggests Me (1): scTypeEval