时空关联下的集体决策策略

Claudia Winklmayr, Albert B. Kao, J. Bak-Coleman, P. Romanczuk
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引用次数: 2

摘要

背景:集体决策模型通常假设个体独立地获取信息并即时做出决定。然而,在大多数自然和社会环境中,决策发生在一定的时间尺度上,在这个时间尺度上,团队成员通常从多个来源收集信息。信息源可能持续不同长度的时间,或者由多个组成员同时和相同地查看。这些趋势在收集到的信息中引入了时空相关性,其后果难以理解。研究设计:在这里,我们开发了一个集体决策模型,在这个模型中,个体在两个时空属性不同的相互冲突的线索之间获取和切换。结果:我们的模型揭示了空间和时间相关的线索可以深刻地影响集体决策。具体来说,我们观察到,当个体很少在信息来源之间切换时,空间相关线索占主导地位。另一方面,当个体频繁地在信息源之间切换时,时间相关线索的影响最大。我们还讨论了必须增加多少独立信息的使用来抵消相关性的影响。结论:目前的模型向更准确地捕捉自然系统中集体决策的复杂机制迈出了第一步,并揭示了环境线索属性影响集体行为的多种方式。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Collective decision strategies in the presence of spatio-temporal correlations
Background: Models of collective decision-making typically assume that individuals sample information independently and decide instantaneously. In most natural and sociological settings, however, decisions occur over some timescale in which group members gather information—often from multiple sources. Information sources may persist for varying lengths of time or be viewed concurrently and identically by multiple group members. These tendencies introduce spatio-temporal correlations in gathered information with poorly understood consequences. Research Design: Here, we develop a collective decision-making model in which individuals’ access and switch between two conflicting cues that differ in their spatio-temporal properties. Results: Our model reveals that spatially and temporally correlated cues can profoundly affect collective decisions. Specifically, we observe that spatially correlated cues are dominant when individuals rarely switch between sources of information. Temporally correlated cues, on the other hand, have the strongest impact when individuals frequently switch between information sources. We also discuss how much the usage of independent information must be increased to counter the impact of correlation. Conclusions: The present model represents a first step toward more accurately capturing the complex mechanisms underlying collective decision-making in natural systems and reveals multiple ways in which the properties of environmental cues can impact collective behavior.
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