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
| Maintainer | Siyuan Luo <roseluosy@gmail.com> |
| Author | Siyuan Luo [cre, aut] (ORCID: <https://orcid.org/0009-0007-6404-3244>), Pierre-Luc Germain [aut, ctb] (ORCID: <https://orcid.org/0000-0003-3418-4218>) |
| License | GPL (>= 3) |
| URL | https://roseyuan.github.io/poem/ |
| Bug Reports | https://github.com/RoseYuan/poem/issues |
| Downloads rank | 321 |
| Source branch | RELEASE_3_23 |
| biocViews | ATACSeq, Clustering, DimensionReduction, GraphAndNetwork, RNASeq, SingleCell, Software, Spatial, Visualization |
Documentation
Download
Follow the installation instructions to use this package in your R session.
| Source package | poem_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