The core Dune function and associated functions
Dune()
Dune
ARIs()
ARI Matrix
Functions to track how objects evolve as merging occurs
ARIImp()
ARI improvement
clusterConversion()
clusterConversion
functionTracking()
Track the evolution of a function along merging
intermediateMat()
Find the clustering matrix that we would get if we stopped the ARI merging early
Functions to plot the results and many other tools to compare clusterings.
ARItrend()
ARI improvement plot
ConfusionPlot()
Plot confusion matrix
plotARIs()
Plot an heatmap of the ARI matrix
plotPrePost()
Plot the reduction in cluster size for an ARI merging with Dune
Functions to plot the results and many other tools to compare clusterings in a dynamic format.
ARIEvolution()
Plot the evolution of the pairwise ARIs as merging happens
ConfusionEvolution()
Plot the evolution of the ConfusionPlot as merging happens
The datasets used in examples
clusMat
A clustering matrix used to demonstrate the ari-merging process.
nuclei
Cluster labels for a subset of the allen Smart-Seq nuclei dataset
Functions used internally for Dune
.adjustedRandIndex()
adjustedRandIndex
whenToStop()
When to Stop