Geodesic
Medians of populations of persistence diagrams
Homology, homotopy, and applications, Tome 22 (2020) no. 1, pp. 255-282.

Voir la notice de l'article provenant de la source International Press of Boston

Persistence diagrams are common objects in the field of Topological Data Analysis. They are topological summaries that capture both topological and geometric structure within data. Recently there has been a surge of interest in developing tools to statistically analyze populations of persistence diagrams, a process hampered by the complicated geometry of the space of persistence diagrams. In this paper we study the median of a set of diagrams, defined as the minimizer of an appropriate cost function analogous to the sum of distances used for samples of real numbers. We then characterize the local minima of this cost function and in doing so characterize the median. We also do some comparative analysis of the properties of the median and the mean.
DOI : 10.4310/HHA.2020.v22.n1.a15
Classification : 51F99, 52C35, 55N99, 62G99
Keywords: persistence diagram, median, mean, topological data analysis, object oriented data analysis 
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     author = {Katharine Turner},
     title = {Medians of populations of persistence diagrams},
     journal = {Homology, homotopy, and applications},
     pages = {255--282},
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     language = {en},
     url = {http://geodesic.mathdoc.fr/articles/10.4310/HHA.2020.v22.n1.a15/}
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Katharine Turner. Medians of populations of persistence diagrams. Homology, homotopy, and applications, Tome 22 (2020) no. 1, pp. 255-282. doi : 10.4310/HHA.2020.v22.n1.a15. http://geodesic.mathdoc.fr/articles/10.4310/HHA.2020.v22.n1.a15/

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