Search Results for author: Tananun Songdechakraiwut

Found 4 papers, 0 papers with code

Topological Continual Learning with Wasserstein Distance and Barycenter

no code implementations6 Oct 2022 Tananun Songdechakraiwut, Xiaoshuang Yin, Barry D. Van Veen

Neuroscience findings suggest that continual learning success in the human brain is potentially associated with its modular structure and memory consolidation mechanisms.

Continual Learning Image Classification

Fast Topological Clustering with Wasserstein Distance

no code implementations ICLR 2022 Tananun Songdechakraiwut, Bryan M. Krause, Matthew I. Banks, Kirill V. Nourski, Barry D. Van Veen

The topological patterns exhibited by many real-world networks motivate the development of topology-based methods for assessing the similarity of networks.

Clustering

Topological Learning for Brain Networks

no code implementations25 Nov 2020 Tananun Songdechakraiwut, Moo K. Chung

This paper proposes a novel topological learning framework that integrates networks of different sizes and topology through persistent homology.

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