Ensemble Validation and Ranking of Clustering Methods


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Documentation for package ‘sclValid’ version 0.1.0

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check_input Check Input Data
example_data Example Single-Cell Expression Data
example_labels Example Cell Labels
make_sce Create a SingleCellExperiment Object
run_custom_clustering Run a User-Defined Clustering Method
run_pcareduce Run pcaReduce Clustering
run_raceid Run RaceID Clustering
run_rank_aggregation Rank Clustering Solutions
run_reduction_clustering Run Clustering on PCA and t-SNE Representations
run_validation Calculate Clustering Validation Measures
scale_validation Scale Clustering Validation Measures
validation_apn Calculate Average Proportion of Non-Overlap
validation_ari Calculate Adjusted Rand Index
validation_average_distance Calculate Average Distance
validation_average_distance_means Calculate Average Distance Between Means
validation_bhi Calculate Biological Homogeneity Index
validation_bsi Calculate Biological Stability Index
validation_connectivity Calculate Connectivity
validation_dunn Calculate the Dunn Index
validation_igp Calculate In-Group Proportion
validation_silhouette Calculate Average Silhouette Width