We describe a parallel algorithm that computes persistent homology, an algebraic descriptor of a filtered topological space. Our algorithm is distinguished by operating on a spatial decomposition of the domain, as opposed to a decomposition with respect to the filtration. We rely on a classical construction, called the Mayer--Vietoris blowup complex, to glue global topological information about a space from its disjoint subsets. We introduce an efficient algorithm to perform this gluing operation, which may be of independent interest, and describe how to process the domain hierarchically. We report on a set of experiments that help assess the strengths and identify the limitations of our method
Persistent homology allows for tracking topological features, like loops, holes and their higher-dim...
We present a massively parallel algorithm for computing persistent homology, a concept within the fi...
We present a parallel algorithm for computing the persistent homology of a filtered chain complex. O...
We describe a parallel algorithm that computes persistent homology, an algebraic descriptor of a fil...
In this work we investigate the parallel computation of homology using the Mayer-Vietoris principle....
Homology gives a tool to measure the "holes" in topological spaces. Persistent homology extends the ...
The topological data analysis studies the shape of a space at multiple scales. Its main tool is pers...
Abstract. We approach the problem of the computation of persistent homology for large datasets by a ...
Simplicial complexes are used in topological data analysis (TDA) to extract topological features of ...
This paper tackles an important problem in topological data analysis – improving computational effic...
Abstract Persistent homology (PH) is a method used in topological data analysis (TDA) to study quali...
Persistent homology allows for tracking topological features, like loops, holes and their higher-dim...
The theory of homology generalizes the notion of connectivity in graphs to higher dimensions. It def...
Persistent homology is a popular and powerful tool for capturing topological features of data. Advan...
The theory of homology generalizes the notion of connectivity in graphs to higher dimensions. It def...
Persistent homology allows for tracking topological features, like loops, holes and their higher-dim...
We present a massively parallel algorithm for computing persistent homology, a concept within the fi...
We present a parallel algorithm for computing the persistent homology of a filtered chain complex. O...
We describe a parallel algorithm that computes persistent homology, an algebraic descriptor of a fil...
In this work we investigate the parallel computation of homology using the Mayer-Vietoris principle....
Homology gives a tool to measure the "holes" in topological spaces. Persistent homology extends the ...
The topological data analysis studies the shape of a space at multiple scales. Its main tool is pers...
Abstract. We approach the problem of the computation of persistent homology for large datasets by a ...
Simplicial complexes are used in topological data analysis (TDA) to extract topological features of ...
This paper tackles an important problem in topological data analysis – improving computational effic...
Abstract Persistent homology (PH) is a method used in topological data analysis (TDA) to study quali...
Persistent homology allows for tracking topological features, like loops, holes and their higher-dim...
The theory of homology generalizes the notion of connectivity in graphs to higher dimensions. It def...
Persistent homology is a popular and powerful tool for capturing topological features of data. Advan...
The theory of homology generalizes the notion of connectivity in graphs to higher dimensions. It def...
Persistent homology allows for tracking topological features, like loops, holes and their higher-dim...
We present a massively parallel algorithm for computing persistent homology, a concept within the fi...
We present a parallel algorithm for computing the persistent homology of a filtered chain complex. O...