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poem

This is the development version of poem; for the stable release version, see poem.

All versions 3.24 (devel), 3.23 (release), 3.22, 3.21

POpulation-based Evaluation Metrics


Bioconductor version: Development (3.24)

This package provides a comprehensive set of external and internal evaluation metrics. It includes metrics for assessing partitions or fuzzy partitions derived from clustering results, as well as for evaluating subpopulation identification results within embeddings or graph representations. Additionally, it provides metrics for comparing spatial domain detection results against ground truth labels, and tools for visualizing spatial errors.

Author: Siyuan Luo [cre, aut] ORCID iD ORCID: 0009-0007-6404-3244 , Pierre-Luc Germain [aut, ctb] ORCID iD ORCID: 0000-0003-3418-4218

Maintainer: Siyuan Luo <roseluosy at gmail.com>

Citation (from within R, enter citation("poem")):

Siyuan Luo, Pierre-Luc Germain. poem: POpulation-based Evaluation Metrics. doi:10.18129/B9.bioc.poem, R package version 1.5.0, https://bioconductor.org/packages/poem.

Generated from the package metadata; it may differ from the package's own citation.

Installation

To install this package, start R (version "4.6") and enter:

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

## The following initializes the development version of Bioconductor
BiocManager::install(version = "devel")

BiocManager::install("poem")

For older versions of R, please refer to the appropriate Bioconductor release.

Documentation

To view documentation for the version of this package installed in your system, start R and enter:

browseVignettes("poem")
MetricsInPoem.html HTML R Script
1_introduction HTML R Script
3_SpatialExperiment HTML R Script
Reference ManualPDF
NEWSText

Details

biocViews ATACSeq, Clustering, DimensionReduction, GraphAndNetwork, RNASeq, SingleCell, Software, Spatial, Visualization
Version1.5.0
In Bioconductor sinceBioC 3.21 (R-4.5) (1.5 years)
License GPL (>= 3)
Depends R (>= 4.1.0)
Imports aricode, BiocNeighbors, BiocParallel, bluster, clevr, clue, cluster, elsa, fclust, igraph, Matrix, matrixStats, mclustcomp, methods, pdist, sp, spdep, stats, utils, SpatialExperiment, SummarizedExperiment
System Requirements
URLhttps://roseyuan.github.io/poem/
Bug Reportshttps://github.com/RoseYuan/poem/issues
See More
Suggests testthat (>= 3.0.0), BiocStyle, knitr, DT, dplyr, kableExtra, scico, cowplot, ggnetwork, ggplot2, tidyr, STexampleData
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Package Archives

Follow Installation instructions to use this package in your R session.

Source Package poem_1.5.0.tar.gz
Windows Binary (x86_64) poem_1.5.0.zip
macOS Binary (big-sur-x86_64) poem_1.5.0.tgz
macOS Binary (sonoma-arm64) poem_1.5.0.tgz
Source Repositorygit clone https://git.bioconductor.org/packages/poem
Source Repository (Developer Access)git clone git@git.bioconductor.org:packages/poem
Package Short Url https://bioconductor.org/packages/poem/
Package Downloads ReportDownload Stats