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poem

POpulation-based Evaluation Metrics

Bioconductor version: 3.23 · Package version: 1.4.0

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.

Installation

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

BiocManager::install("poem")

Details

MaintainerSiyuan Luo <roseluosy@gmail.com>
AuthorSiyuan Luo [cre, aut] (ORCID: <https://orcid.org/0009-0007-6404-3244>), Pierre-Luc Germain [aut, ctb] (ORCID: <https://orcid.org/0000-0003-3418-4218>)
LicenseGPL (>= 3)
URLhttps://roseyuan.github.io/poem/
Bug Reportshttps://github.com/RoseYuan/poem/issues
Downloads rank321
Source branchRELEASE_3_23
biocViewsATACSeq, Clustering, DimensionReduction, GraphAndNetwork, RNASeq, SingleCell, Software, Spatial, Visualization

Documentation

Download

Follow the installation instructions to use this package in your R session.

Source packagepoem_1.4.0.tar.gz
Windows binary (x86_64)poem_1.4.0.zip
macOS binary (arm64)poem_1.4.0.tgz
macOS binary (x86_64)poem_1.4.0.tgz
Dependencies

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

Suggests: testthat (>= 3.0.0), BiocStyle, knitr, DT, dplyr, kableExtra, scico, cowplot, ggnetwork, ggplot2, tidyr, STexampleData