Mann Richard P
Department of Statistics, School of Mathematics, University of Leeds, Leeds, United Kingdom.
PLoS Comput Biol. 2021 Feb 23;17(2):e1008734. doi: 10.1371/journal.pcbi.1008734. eCollection 2021 Feb.
The collective behaviour of animal and human groups emerges from the individual decisions and actions of their constituent members. Recent research has revealed many ways in which the behaviour of groups can be influenced by differences amongst their constituent individuals. The existence of individual differences that have implications for collective behaviour raises important questions. How are these differences generated and maintained? Are individual differences driven by exogenous factors, or are they a response to the social dilemmas these groups face? Here I consider the classic case of patch selection by foraging agents under conditions of social competition. I introduce a multilevel model wherein the perceptual sensitivities of agents evolve in response to their foraging success or failure over repeated patch selections. This model reveals a bifurcation in the population, creating a class of agents with no perceptual sensitivity. These agents exploit the social environment to avoid the costs of accurate perception, relying on other agents to make fitness rewards insensitive to the choice of foraging patch. This provides a individual-based evolutionary basis for models incorporating perceptual limits that have been proposed to explain observed deviations from the Ideal Free Distribution (IFD) in empirical studies, while showing that the common assumption in such models that agents share identical sensory limits is likely false. Further analysis of the model shows how agents develop perceptual strategic niches in response to environmental variability. The emergence of agents insensitive to reward differences also has implications for societal resource allocation problems, including the use of financial and prediction markets as mechanisms for aggregating collective wisdom.
动物群体和人类群体的集体行为源自其组成成员的个体决策和行动。最近的研究揭示了群体行为受其组成个体差异影响的多种方式。对集体行为有影响的个体差异的存在引发了重要问题。这些差异是如何产生和维持的?个体差异是由外部因素驱动的,还是对这些群体所面临的社会困境的一种反应?在此,我考虑觅食者在社会竞争条件下进行斑块选择的经典案例。我引入了一个多层次模型,其中,在多次斑块选择过程中,觅食者的感知敏感性会根据其觅食成功与否而进化。该模型揭示了种群中的一个分岔现象,产生了一类没有感知敏感性的个体。这些个体利用社会环境来避免准确感知的成本,依靠其他个体来使适应度奖励对觅食斑块的选择不敏感。这为那些为解释实证研究中观察到的与理想自由分布(IFD)的偏差而提出的、纳入感知极限的模型提供了一个基于个体的进化基础,同时表明此类模型中关于个体具有相同感官极限的常见假设可能是错误的。对该模型的进一步分析表明,个体如何根据环境变化形成感知策略生态位。对奖励差异不敏感的个体的出现也对社会资源分配问题有影响,包括将金融市场和预测市场用作聚合集体智慧的机制。