On power-law decay exponents and Barabasi models for subscriber usage behaviour in mobile networks

V. Sukumaran, Jobin Wilson, P. Kapadia
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Abstract

We consider whether Barabási multiclass priority service queueing models are appropriate for modelling voice and short message service interusage and voice usage residual time distributions for a set of high usage subscribers of an Asian telecommunication service provider. We find that a model with a non priority service discipline rather than any priority discipline provides an alternative explanation for the fitted power-law for the interusage time distributions. We also find that a Barabási model provides an alternative explanation to the fitted power-law for the voice usage residual time distribution. However, the exponent of the fitted power-law has not been observed before. Therefore, we propose and analyse a new Barabási list-of-tasks priority model with time varying and discrete task priorities. For a special case we show that the waiting time distribution has a power-law with a previously unknown power-law decay exponent, which is different from the observed exponent for the voice usage residual time distribution.
移动网络中用户使用行为的幂律衰减指数和Barabasi模型
我们考虑Barabási多优先级服务排队模型是否适合于对亚洲电信服务提供商的一组高使用用户的语音和短消息服务互用和语音使用剩余时间分布进行建模。我们发现一个具有非优先服务学科而不是任何优先学科的模型为拟合的幂律提供了另一种解释。我们还发现Barabási模型为语音使用剩余时间分布的拟合幂律提供了另一种解释。然而,拟合的幂律的指数以前没有被观察到。因此,我们提出并分析了一个新的Barabási任务列表优先级模型,该模型具有时变和离散的任务优先级。对于一个特殊情况,我们表明等待时间分布具有一个幂律,其幂律衰减指数是先前未知的,这与语音使用剩余时间分布的观察指数不同。
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