Revistes Publicacions URV: SORT - Statistics and Operations Research Transactions> 2013

Locally adaptive density estimation on Riemannian manifolds

  • Identification data

    Identifier: RP:2397
    Handle: http://hdl.handle.net/20.500.11797/RP2397
  • Authors:

    Rodríguez, Daniela
    Muñoz, Andrés
    Henry, Guillermo
  • Others:

    URV's Author/s: Rodríguez, Daniela Muñoz, Andrés Henry, Guillermo
    Keywords: asymptotic results, density estimation, nonparametric, Riemannian manifolds
    Abstract: In this paper, we consider kernel type estimator with variable bandwidth when the random variables belong in a Riemannian manifolds. We study asymptotic properties such as the consistency and the asymptotic distribution. A simulation study is also considered to evaluate the performance of the proposal. Finally, to illustrate the potential applications of the proposed estimator, we analyse two real examples where two different manifolds are considered.
    Journal publication year: 2013
    Publication Type: info:eu-repo/semantics/publishedVersion info:eu-repo/semantics/article
  • Keywords:

    asymptotic results, density estimation, nonparametric, Riemannian manifolds
  • Documents:

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