22 citations · 32 across the 5 of their papers we have counts for
Showing 2020Show all
3 papers · 1 filter
cs.LG2020★ 2 cited
Regularization of Persistent Homology Gradient Computation
Padraig Corcoran, Bailin Deng
Persistent homology is a method for computing the topological features present in a given data. Recently, there has been much interest in the integration of persistent homology as…
cs.LG2020
An End-to-End Graph Convolutional Kernel Support Vector Machine
Padraig Corcoran
A novel kernel-based support vector machine (SVM) for graph classification is proposed. The SVM feature space mapping consists of a sequence of graph convolutional layers, which ge…
math.AT2020★ 1 cited
Stable and Discriminative Topological Graph Analysis
Padraig Corcoran
We propose a novel method for topological analysis of unweighted graphs which is based on \textit{persistent homology}. The proposed method maps the input graph to a complete weigh…