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Efficient Hardware Generation of Random Variates with Arbitrary Distributions

机译:具有任意分布的随机变体的高效硬件生成

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This paper presents a technique for efficiently generating random numbers from a given probability distribution. This is achieved by using a generic hardware architecture, which transforms uniform random numbers according to a distribution mapping stored in RAM, and a software approximation generator that creates distribution mappings for any given target distribution. This technique has many features not found in current non-uniform random number generators, such as the ability to adjust the target distribution while the generator is running, per-cycle switching between distributions, and the ability to generate distributions with discontinuities in the Probability Density Function.
机译:本文介绍了一种从给定概率分布有效地产生随机数的技术。这是通过使用通用硬件架构来实现的,该通用硬件架构根据存储在RAM中的分发映射来实现均匀的随机数,以及为任何给定目标分布创建分发映射的软件近似生成器。该技术在当前的非均匀随机数发生器中找不到许多功能,例如在发电机运行时调整目标分布的能力,分布之间的每循环切换,以及在概率密度中产生具有不连续性的分布的能力功能。

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