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引用次数: 7

摘要

近年来,持久性同源性研究取得了重大进展。然而,一个突出的挑战是在持久图上构建连贯的统计推断过程。本文首先提出了一种新的持久化图的点阵路径表示方法。然后,我们通过组合枚举开发了一种新的格路径精确统计推理程序。将点阵路径法应用于COVID-19病毒蛋白结构的拓扑表征。我们证明在刺突蛋白的构象变化过程中存在着拓扑结构的变化。
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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 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.

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Interpretability of Machine Intelligence in Medical Image Computing: 5th International Workshop, iMIMIC 2022, Held in Conjunction with MICCAI 2022, Singapore, Singapore, September 22, 2022, Proceedings Lattice Paths for Persistent Diagrams. Same But Different: Distance Correlations Between Topological Summaries Canonical Stratifications Along Bisheaves The Persistence Landscape and Some of Its Properties
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