CelLink.metrics

Evaluation metrics for alignment quality, imputation accuracy, and graph connectivity.

Functions

average_sihouette_width

Calculate the average silhouette score of integration performance.

calculate_graph_connectivity

Calculate the Graph Connectivity for each cell type in the dataset.

cell_type_matching_accuracy

Calculate the cell-type prediction accuracy of cell-cell alignment.

feature_imputation_accuracy_corr

Calculate the feature imputation accuracy of the aligned feature profile using Pearson correlation.

feature_imputation_rmse

Calculate the RMSE of the aligned feature profile.

uniFOSCTTM

Calculate the proportion of samples closer than the true paired sample (uniFOSCTTM).