POpulation-based Evaluation Metrics


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Documentation for package ‘poem’ version 1.1.2

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CDbw Calculate CDbw index
CHAOS Calculate CHAOS score
dbcv Calculate DBCV Metric
ELSA Calculate ELSA scores
emb2knn Computes k nearest neighbors from embedding
emb2snn Computes shared nearest neighbors from embedding
findSpatialKNN Find the k nearest spatial neighbors
fuzzyHardMetrics Compute fuzzy-hard versions of pair-sorting partition metrics
fuzzyHardSpotConcordance Per-element maximal concordance between a hard and a fuzzy partition
fuzzyPartitionMetrics Compute fuzzy-fuzzy versions of pair-sorting partition metrics
getEmbeddingMetrics Compute embedding-based metrics
getFuzzyLabel Get fuzzy representation of labels
getFuzzyPartitionMetrics Compute external metrics for fuzzy clusterings
getGraphMetrics Compute graph-based metrics
getNeighboringPairConcordance Per-element local concordance between a clustering and a ground truth
getPairConcordance Per-element pair concordance score
getPartitionMetrics Compute partition-based metrics
getSpatialExternalMetrics Calculate Spatial External Metrics
getSpatialExternalMetrics-method Calculate Spatial External Metrics
getSpatialInternalMetrics Compute internal metrics for spatial data
getSpatialInternalMetrics-method Compute internal metrics for spatial data
knnComposition Compute neighborhood composition
matchSets Match two partitions using Hungarian algorithm
metric_info Metrics Information
mockData Generate mock multidimensional data
noisy_moon The noisy moon dataset
PAS Calculate PAS score
spatialARI Spatially aware ARI from Yan, Yinqiao, et al. (2025).
sp_toys Toy examples of spatial data
toyExamples Toy embedding examples