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On the rate of convergence of empirical measure in ∞-Wasserstein distance for unbounded density function

Publication ,  Journal Article
Liu, A; Liu, JG; Lu, Y
Published in: Quarterly of Applied Mathematics
January 1, 2019

We consider a sequence of identical independently distributed random samples from an absolutely continuous probability measure in one dimension with unbounded density. We establish a new rate of convergence of the ∞-Wasserstein distance between the empirical measure of the samples and the true distribution, which extends the previous convergence result by Trillos and Slepčev to the case that the true distribution has an unbounded density.

Duke Scholars

Published In

Quarterly of Applied Mathematics

DOI

EISSN

1552-4485

ISSN

0033-569X

Publication Date

January 1, 2019

Volume

77

Issue

4

Start / End Page

811 / 829

Related Subject Headings

  • Applied Mathematics
  • 4901 Applied mathematics
  • 0102 Applied Mathematics
 

Citation

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Liu, A., Liu, J. G., & Lu, Y. (2019). On the rate of convergence of empirical measure in ∞-Wasserstein distance for unbounded density function. Quarterly of Applied Mathematics, 77(4), 811–829. https://doi.org/10.1090/qam/1541
Liu, A., J. G. Liu, and Y. Lu. “On the rate of convergence of empirical measure in ∞-Wasserstein distance for unbounded density function.” Quarterly of Applied Mathematics 77, no. 4 (January 1, 2019): 811–29. https://doi.org/10.1090/qam/1541.
Liu A, Liu JG, Lu Y. On the rate of convergence of empirical measure in ∞-Wasserstein distance for unbounded density function. Quarterly of Applied Mathematics. 2019 Jan 1;77(4):811–29.
Liu, A., et al. “On the rate of convergence of empirical measure in ∞-Wasserstein distance for unbounded density function.” Quarterly of Applied Mathematics, vol. 77, no. 4, Jan. 2019, pp. 811–29. Scopus, doi:10.1090/qam/1541.
Liu A, Liu JG, Lu Y. On the rate of convergence of empirical measure in ∞-Wasserstein distance for unbounded density function. Quarterly of Applied Mathematics. 2019 Jan 1;77(4):811–829.

Published In

Quarterly of Applied Mathematics

DOI

EISSN

1552-4485

ISSN

0033-569X

Publication Date

January 1, 2019

Volume

77

Issue

4

Start / End Page

811 / 829

Related Subject Headings

  • Applied Mathematics
  • 4901 Applied mathematics
  • 0102 Applied Mathematics