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Dominic Lowe

1 paper indexed

arxivquant-phcs.CCcs.LG2026-07-03

Complexity of Normalized Persistence Problems for Topological Data Analysis and Local Hamiltonians

Dominic Lowe, M. S. Kim, Roberto Bondesan, Ryu Hayakawa

Topological data analysis (TDA) is a machine learning technique that uses topology to extract patterns from data and has shown the potential to exhibit quantum advantage. A key concept in TDA is persistent homology, which measures the robustness of topological information at diff…

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