We introduce an algorithm to decompose any finite-type persistence module with coefficients in a field into what we call an {em interval basis}. This construction yields both the standard persistence pairs of Topological Data Analysis (TDA), as well as a special set of generators inducing the interval decomposition of the Structure theorem. The computation of this basis can be distributed over the steps in the persistence module. This construction works for general persistence modules on a field $mathbb{F}$, not necessarily deriving from persistent homology. We subsequently provide a parallel algorithm to build a persistent homology module over $mathbb{R}$ by leveraging the Hodge decomposition, thus providing new motivation to explore the interplay between TDA and the Hodge Laplacian.
Parallel decomposition of persistence modules through interval bases / DE GREGORIO, Alessandro; Guerra, Marco; Scaramuccia, Sara; Vaccarino, Francesco. - ELETTRONICO. - (2021).
Parallel decomposition of persistence modules through interval bases
Alessandro De Gregorio;Marco Guerra;Sara Scaramuccia;Francesco Vaccarino
2021
Abstract
We introduce an algorithm to decompose any finite-type persistence module with coefficients in a field into what we call an {em interval basis}. This construction yields both the standard persistence pairs of Topological Data Analysis (TDA), as well as a special set of generators inducing the interval decomposition of the Structure theorem. The computation of this basis can be distributed over the steps in the persistence module. This construction works for general persistence modules on a field $mathbb{F}$, not necessarily deriving from persistent homology. We subsequently provide a parallel algorithm to build a persistent homology module over $mathbb{R}$ by leveraging the Hodge decomposition, thus providing new motivation to explore the interplay between TDA and the Hodge Laplacian.| File | Dimensione | Formato | |
|---|---|---|---|
| 2106.11884 (1).pdf accesso aperto 
											Descrizione: Articolo principale
										 
											Tipologia:
											1. Preprint / submitted version [pre- review]
										 
											Licenza:
											
											
												Pubblico - Tutti i diritti riservati
												
												
												
											
										 
										Dimensione
										676.94 kB
									 
										Formato
										Adobe PDF
									 | 676.94 kB | Adobe PDF | Visualizza/Apri | 
Pubblicazioni consigliate
I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.
https://hdl.handle.net/11583/2942232
			
		
	
	
	
			      	