论文标题

在实验限制下访问权力统计

Accessing power-law statistics under experimental constraints

论文作者

Durang, Xavier, Ahn, Hyerim, Shim, Jae Youn, Park, Hye Yoon, Jeon, Jae-Hyung

论文摘要

在过去的几十年中,许多实验领域已经取得了令人印象深刻的进展,例如显微镜技术,例如单粒子跟踪,导致大量数据。在从自然到社会经济的各种系统中,对这些实验数据的分析使我们得出结论,以了解幂律的无所不知。例如,在生活系统中,我们被用来观察异常扩散,例如在细胞内的蛋白质运动中。但是,估计幂律指数是具有挑战性的。技术约束和实验局限性都会影响观察到的数据的统计数据。在这里,我们详细研究了实验中两个基本约束的影响,即时间空间分辨率和实验的时间窗口。我们研究观察到的可观察到的分布如何通过它们通过实验范围进行分析得出观察到的分布的幂律分布的表达。我们还将结果应用于来自MRNA-蛋白复合物沿树突的运输的实验研究的数据。

Over the last decades, impressive progresses have been made in many experimental domains, e.g. microscopic techniques such as single-particle tracking, leading to plethoric amounts of data. In a large variety of systems, from natural to socio-economic, the analysis of these experimental data conducted us to conclude about the omnipresence of power-laws. For example, in living systems, we are used to observing anomalous diffusion, e.g. in the motion of proteins within the cell. However, estimating the power-law exponents is challenging. Both technical constraints and experimental limitations affect the statistics of observed data. Here, we investigate in detail the influence of two essential constraints in the experiment, namely, the temporal-spatial resolution and the time-window of the experiment. We study how the observed distribution of an observable is modified by them and analytically derive the expression of the power-law distribution for the observed distribution through the scope of the experiment. We also apply our results on data from an experimental study of the transport of mRNA-protein complexes along dendrites.

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