Computational geometry days / Journées de géométrie algorithmique

Collection Computational geometry days / Journées de géométrie algorithmique

Organizer(s) Cohen-Steiner, David ; Mérigot, Quentin
Date(s) 16/12/2013 - 20/12/2013
00:00:00 / 00:00:00
2 4

The compressed annotation matrix: an efficient data structure for persistent cohomology

By Clément Maria

The persistent homology with coefficients in a field F coincides with the same for cohomology because of duality. We propose an implementation of a recently introduced algorithm for persistent cohomology that attaches annotation vectors with the simplices. We separate the representation of the simplicial complex from the representation of the cohomology groups, and introduce a new data structure for maintaining the annotation matrix, which is more compact and reduces substancially the amount of matrix operations. In addition, we propose heuristics to simplify further the representation of the cohomology groups and improve both time and space complexities. The paper provides a theoretical analysis, as well as a detailed experimental study of our implementation and comparison with state-of-the-art software for persistent homology and cohomology. persistent cohomology - implementation - matrix reduction - data structure - annotation - simplex tree

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Citation data

  • DOI 10.24350/CIRM.V.18581203
  • Cite this video Maria, Clément (16/12/2013). The compressed annotation matrix: an efficient data structure for persistent cohomology. CIRM. Audiovisual resource. DOI: 10.24350/CIRM.V.18581203
  • URL https://dx.doi.org/10.24350/CIRM.V.18581203

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