Web8. jún 2024 · The theory of persistent spectral graph [33], also known as persistent Laplacian [34,21], has been developed to extend the original TDA to powerful spectral theory analysis [33]. As a result, it ... Web19. dec 2024 · Persistent homology, an established algebraic topology tool for protein structural complexity reduction, fails to capture the homotopic shape evolution during the …
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Web7. máj 2024 · Persistent spectral-based machine learning (PerSpect ML) for protein-ligand binding affinity prediction Persistent spectral-based machine learning (PerSpect ML) for protein-ligand binding affinity prediction Sci Adv. 2024 May 7;7 (19):eabc5329. doi: 10.1126/sciadv.abc5329. Print 2024 May. Authors Zhenyu Meng 1 , Kelin Xia 2 Affiliations Web21. dec 2024 · Persistent homology (PH) is one of the most popular tools in topological data analysis (TDA), while graph theory has had a significant impact on data science. Our earlier work introduced the persistent spectral graph (PSG) theory as a unified multiscale paradigm to encompass TDA and geometric analysis. jelli mouse pad
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WebPersistent homology is constrained to purely topological persistence, while multiscale graphs account only for geometric information. This work intro-duces persistent spectral … Web9. apr 2024 · The persistent theories based on hypergraphs perform well in molecular representations for drug design and protein-ligand binding affinity prediction [128, 130]. The neighborhood complex has been ... Web20. dec 2024 · Persistent homology (PH) is one of the most popular tools in topological data analysis (TDA), while graph theory has had a significant impact on data science. Our earlier work introduced the... jelli meaning