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cs.LG2022★ 1 cited
Topological Classification in a Wasserstein Distance Based Vector Space
Tananun Songdechakraiwut, Bryan M. Krause, Matthew I. Banks +2
Classification of large and dense networks based on topology is very difficult due to the computational challenges of extracting meaningful topological features from real-world net…
cs.LG2021★ 3 cited
Fast Topological Clustering with Wasserstein Distance
Tananun Songdechakraiwut, Bryan M. Krause, Matthew I. Banks +2
The topological patterns exhibited by many real-world networks motivate the development of topology-based methods for assessing the similarity of networks. However, extracting topo…