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Modelirovanie i Analiz Informatsionnykh Sistem, 2013, Volume 20, Number 6, Pages 111–120 (Mi mais347)  

This article is cited in 12 scientific papers (total in 12 papers)

On the Bootstrap for Persistence Diagrams and Landscapes

F. Chazala, B. T. Fasyb, F. Leccic, A. Rinaldoc, A. Singhd, L. Wassermanc

a INRIA Saclay
b Computer Science Department, Tulane University, Stanley Thomas 303 New Orleans, LA 70118
c Department of Statistics, Carnegie Mellon University, Baker Hall 132 Pittsburgh, PA 15213
d Machine Learning Department, Carnegie Mellon University, Gates Hillman Centers, 8203 5000 Forbes Avenue Pittsburgh, PA 15213-3891
References:
Abstract: Persistent homology probes topological properties from point clouds and functions. By looking at multiple scales simultaneously, one can record the births and deaths of topological features as the scale varies. In this paper we use a statistical technique, the empirical bootstrap, to separate topological signal from topological noise. In particular, we derive confidence sets for persistence diagrams and confidence bands for persistence landscapes.
The article is published in the author's wording.
Keywords: persistent homology, bootstrap, topological data analysis.
Received: 01.11.2013
Document Type: Article
UDC: 512.664
Language: English
Citation: F. Chazal, B. T. Fasy, F. Lecci, A. Rinaldo, A. Singh, L. Wasserman, “On the Bootstrap for Persistence Diagrams and Landscapes”, Model. Anal. Inform. Sist., 20:6 (2013), 111–120
Citation in format AMSBIB
\Bibitem{ChaFasLec13}
\by F.~Chazal, B.~T.~Fasy, F.~Lecci, A.~Rinaldo, A.~Singh, L.~Wasserman
\paper On the Bootstrap for Persistence Diagrams and Landscapes
\jour Model. Anal. Inform. Sist.
\yr 2013
\vol 20
\issue 6
\pages 111--120
\mathnet{http://mi.mathnet.ru/mais347}
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  • https://www.mathnet.ru/eng/mais/v20/i6/p111
  • This publication is cited in the following 12 articles:
    Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
    Моделирование и анализ информационных систем
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