R语言中幂律分布的快速尾指数估计

Ranjiva Munasinghe, Pathum Kossinna, D. Jayasinghe, D. Wijeratne
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引用次数: 3

摘要

幂律分布,特别是帕累托分布,描述了不同研究领域的数据。我们已经在R中开发了一个包来估计这些数据集的尾部索引,重点是速度(特别是大型数据集),记住易用性,以及准确性。在本文档中,我们为我们的包提供了一个用户指南,以及获得的结果,突出了我们包的速度优势。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
ptsuite: Fast Tail Index Estimation for Power Law Distributions in R
Power law distributions, in particular Pareto distributions, describe data across diverse areas of study. We have developed a package in R to estimate the tail index for such datasets focusing on speed (in particular with large datasets), keeping in mind ease of use, as well as accuracy. In this document, we provide a user guide to our package along with the results obtained highlighting the speed advantages of our package.
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