Single-cell data integration across weakly linked modalities
Fig 8
Comprehensive analysis of the akNN mechanism.
(a) Distribution of cell type proportions in the CITE-seq PBMC dataset. (b) Box plots of the learned neighbor counts (k) across cell types, with Spearman correlation () indicating the relationship between cluster size and k. (c) Density estimation of learned k values for each cell type using KDE. Curves are independently normalized to visualize distribution shapes across varying population sizes. (d) UMAP visualization labeled with the specific proportion of each cell population.