In progress development of a fully unsupervised hierarchical clustering algorithm that is based on consensus clustering of the output of any clustering method.
See enclosed report for progress to date and suggestions of next steps.
For network-based consensus clustering of your data, use our toolbox here: https://github.com/mdhumphries/NetworkNoiseRejection