Hierarchical Clustering via Spreading Metrics

Aurko Roy, Sebastian Pokutta

Neural Information Processing Systems 

We study the cost function for hierarchical clusterings introduced by [16] where hierarchies are treated as first-class objects rather than deriving their cost from projections into flat clusters.