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On the origin of bursts and heavy tails in animal dynamics

机译:关于动物动力学中爆发和重尾的起源

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摘要

Over recent years there has been an accumulation of evidence that many animal behaviours are characterised by common scale-invariant patterns of switching between two contrasting activities over a period of time. This is evidenced in mammalian wake-sleep patterns, in the intermittent stop-start locomotion of Drosophila fruit flies, and in the Lvy walk movement patterns of a diverse range of animals in which straight-line movements are punctuated by occasional turns. Here it is shown that these dynamics can be modelled by a stochastic variant of Barabsi's model [A.-L. Barabsi, The origin of bursts and heavy tails in human dynamics, Nature 435 (2005) 207-211] for bursts and heavy tails in human dynamics. The new model captures a tension between two competing and conflicting activities. The durations of one type of activity are distributed according to an inverse-square power-law, mirroring the ubiquity of inverse-square power-law scaling seen in empirical data. The durations of the second type of activity follow exponential distributions with characteristic timescales that depend on species and metabolic rates. This again is a common feature of animal behaviour. Bursty human dynamics, on the other hand, are characterised by power-law distributions with scaling exponents close to -1 and -3/2.
机译:近年来,已有大量证据表明,许多动物行为的特征是在一段时间内在两种对比活动之间进行切换的常见尺度不变模式。这在哺乳动物的唤醒睡眠模式,果蝇果蝇的间歇性起停运动以及在各种动物的Lvy步行运动模式中得到了证明,在这种模式下,偶尔会出现转弯而出现直线运动。此处显示,可以通过Barabsi模型[A.-L. Barabsi,人类动力学中爆发和沉重的尾巴的起源,Nature 435(2005)207-211],关于人类动力学中爆发和沉重的尾巴。新模型捕获了两个相互竞争和冲突的活动之间的紧张关系。一种活动的持续时间根据平方反比幂律分布,反映了经验数据中平方反比幂律定标的普遍性。第二种活动的持续时间遵循指数分布,其特征时标取决于​​物种和代谢率。这再次是动物行为的共同特征。另一方面,具有爆发力的人类动力学的特征是幂律分布,其缩放指数接近-1和-3/2。

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