58 citations · 181 across the 8 of their papers we have counts for
Showing 2019Show all
3 papers · 1 filter
cs.LG2019★ 12 cited
A Notion of Harmonic Clustering in Simplicial Complexes
Stefania Ebli, Gard Spreemann
We outline a novel clustering scheme for simplicial complexes that produces clusters of simplices in a way that is sensitive to the homology of the complex. The method is inspired…
math.AT2019
Same But Different: Distance Correlations Between Topological Summaries
Katharine Turner, Gard Spreemann
Persistent homology allows us to create topological summaries of complex data. In order to analyse these statistically, we need to choose a topological summary and a relevant metri…
cs.LG2019★ 39 cited
Topology of Learning in Artificial Neural Networks
Maxime Gabella
Understanding how neural networks learn remains one of the central challenges in machine learning research. From random at the start of training, the weights of a neural network ev…