Random sampling: Billiard Walk algorithm

Random sampling: Billiard Walk algorithm

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Article ID: iaor20142003
Volume: 238
Issue: 2
Start Page Number: 497
End Page Number: 504
Publication Date: Oct 2014
Journal: European Journal of Operational Research
Authors: ,
Keywords: random walk
Abstract:

Hit‐and‐Run is known to be one of the best random sampling algorithms, its mixing time is polynomial in dimension. However in practice, the number of steps required to obtain uniformly distributed samples is rather high. We propose a new random walk algorithm based on billiard trajectories. Numerical experiments demonstrate much faster convergence to the uniform distribution.

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