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Lattice Paths for Persistent Diagrams

Persistent homology has undergone significant development in recent years. However, one outstanding challenge is to build a coherent statistical inference procedure on persistent diagrams. In this paper, we first present a new lattice path representation for persistent diagrams. We then develop a ne...

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Detalles Bibliográficos
Autores principales: Chung, Moo K., Ombao, Hernando
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cornell University 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8219103/
https://www.ncbi.nlm.nih.gov/pubmed/34159224
Descripción
Sumario:Persistent homology has undergone significant development in recent years. However, one outstanding challenge is to build a coherent statistical inference procedure on persistent diagrams. In this paper, we first present a new lattice path representation for persistent diagrams. We then develop a new exact statistical inference procedure for lattice paths via combinatorial enumerations. The lattice path method is applied to the topological characterization of the protein structures of the COVID-19 virus. We demonstrate that there are topological changes during the conformational change of spike proteins.