Mean Partition, Uncertainty Assessment, Cluster Validation and Visualization Selection for Cluster Analysis


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Documentation for package ‘OTclust’ version 1.0.6

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align Optimal Transport Alignment
clustCPS CPS Analysis for cluster validation..
cplot Covering Point Set Plot
CPS CPS Analysis on a collection of clustering results
ensemble Generate an ensemble of partitions.
jaccard Jaccard similarity matrix.
mplot Membership Heat Map
otclust Mean partition by optimal transport alignment.
otplot Visualize a partition on 2 dimensional space
perturb Perturb data by adding noise, bootstrapping or mix-up
pplot Point-wise Uncertainty Assessment
preprocess Data preprocessing
sim1 Simulated toy data
visCPS CPS Analysis on selecting visualization method.
vis_pollen Single cell gene visualization data from Pollen's paper
wassDist Wasserstein distance between two partitions.
YAN Single cell gene data from Yan's paper