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Generating and Testing the Modified Halton Sequences

机译:生成和测试修改后的Halton序列

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THe Halton sequences are one of the most popular low-discrepancy sequences, used for calculating multi-dimensional integrals or in quasi-Monte Carlo simulations. Various techniques for their randomization exist. One of the authors proved that for one such modification an estimate of the discrepancy with a very small constant before the leading term can be proved. In this paper we describe an efficient algorithm for generating these sequences on computers and show timing results, demonstrating the efficiency of the algorithm. We also compare the integration error of these sequences with that of the classical Halton sequences on families of functions widely used for such benchmarking purposes. The results demonstrate that the modified Halton sequences can be used successfully in quasi-Monte Carlo methods.
机译:Halton序列是最流行的低差异序列之一,用于计算多维积分或在准蒙特卡罗模拟中。存在各种随机化技术。其中一位作者证明,对于一个这样的修改,可以证明在领先术语之前具有非常小的常数差异的估计。在本文中,我们描述了一种用于在计算机上生成这些序列的有效算法,并显示定时结果,展示算法的效率。我们还将这些序列的集成误差与经典Halton序列的集成误差进行了广泛用于此类基准测试的函数家庭。结果表明,改性的Halton序列可以成功地用于准蒙特卡罗方法。

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