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  1. Home > Articles & Issues >
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  3. Random sampling of l ...
Conference paper

Random sampling of lattice paths with constraints, via transportation

Lucas Gerin ORCID (1)
(1) Modélisation aléatoire de Paris X
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Imported on
January 31, 2017
Published on
December 31, 2009
Last modified on
March 31, 2025
Volume
DMTCS Proceedings vol. AM, 21st International Meeting on Probabilistic, Combinatorial, and Asymptotic Methods in the Analysis of Algorithms (AofA'10)
Proceedings
DOI
10.46298/dmtcs.2783
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https://about.hal.science/hal-authorisation-v1
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Random sampling of lattice paths with constraints, via transportation

Lucas Gerin ORCID (1)
(1) Modélisation aléatoire de Paris X
Abstract
We build and analyze in this paper Markov chains for the random sampling of some one-dimensional lattice paths with constraints, for various constraints. These chains are easy to implement, and sample an "almost" uniform path of length $n$ in $n^{3+\epsilon}$ steps. This bound makes use of a certain $\textit{contraction property}$ of the Markov chain, and is proved with an approach inspired by optimal transport.
Keywords
  • [INFO.INFO-DS]Computer Science [cs]/Data Structures and Algorithms [cs.DS]
  • [MATH.MATH-CO]Mathematics [math]/Combinatorics [math.CO]
  • [INFO.INFO-DM]Computer Science [cs]/Discrete Mathematics [cs.DM]
  • [INFO.INFO-CG]Computer Science [cs]/Computational Geometry [cs.CG]
  • lattice paths
  • random sampling
  • MCMC
  • discrete Ricci curvature
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