Neighborhood matrix computation

computeBanksy()

Compute the component neighborhood matrices for the BANKSY matrix.

getBanksyMatrix()

Builds the BANKSY matrix from neighborhood matrices.

Dimensionality reduction

runBanksyPCA()

Run PCA on a BANKSY matrix.

runBanksyUMAP()

Run UMAP on a BANKSY embedding.

Clustering

clusterBanksy()

Perform clustering in BANKSY's neighborhood-augmented feature space.

connectClusters()

Relabel cluster labels across parameter runs to maximise their similarity.

compareClusters()

Compare cluster outputs based on various clustering comparison measures.

smoothLabels()

k-Nearest neighbor cluster label smoothing.

clusterNames()

Get names of clustering runs.

Datasets

hippocampus

Mouse Hippocampus VeraFISH data

rings

An unrealistic simulation of spatially-resolved omics data.

Misc.

simulateDataset()

Simulate an unrealistic spatial omics dataset.