论文标题
羊群,游戏和认知:几何方法
Flocks, Games, and Cognition: A Geometric Approach
论文作者
论文摘要
鸟类羊群表现出各种各样的飞行行为,包括质量中心的稳定定向翻译,整体形态的快速变化,在持久形式内的个人位置重新置换等等。这些行为可能被视为羊群规模的策略,从个人之间的互动中出现,从个人之间的互动中出现,使某些集体的适应性攻击,诸如对派对派对的派对范围,从而从事派对范围,从而探索了派派专家。尽管我们没有将羊群视为单一的认知剂,但受邻居影响的个人的瞬间决定似乎是在实现认识目的的集体策略。在本文中,我们将羊群的行为确定为能量资源的分配,从而将认知成本与行为相关联。我们的认知成本概念反映了资源的快速重新分配产生的负担。使用最近开发的自然几何方法来分配动能,我们将羊群的行为映射到标准(概率)单纯性的时间标志。鉴于羊群事件的签名,我们将认知成本计算为基于游戏理论模型的最佳控制问题的解决方案。另外,可以将签名成本与签名相关联。这两种成本指标应用于八哥群的数据时,在事件中的价值上显示出一致的价值,我们建议可能由捕食者攻击产生更高的成本。
Avian flocks display a wide variety of flight behaviors, including steady directed translation of center of mass, rapid change of overall morphology, re-shuffling of positions of individuals within a persistent form, etc. These behaviors may be viewed as flock-scale strategies, emerging from interactions between individuals, accomplishing some collective adaptive purpose such as finding a roost, or mitigating the danger from predator attacks. While we do not conceive the flock as a single cognitive agent, the moment-to-moment decisions of individuals, influenced by their neighbors, appear as if to realize collective strategies that are cognizant of purpose. In this paper, we identify the actions of the flock as allocation of energetic resources, and thereby associate a cognitive cost to behavior. Our notion of cognitive cost reflects the burden arising from rapid re-allocation of resource. Using a recently developed natural geometric approach to kinetic energy allocation, we map the flock behavior to a temporal signature on the standard (probability) simplex. Given the signature of a flocking event, we calculate the cognitive cost as a solution to an optimal control problem based on a game-theoretic model. Alternatively, one can associate to a signature an entropic cost. These two cost measures, when applied to data on starling flocks, show a consistent spread in value across events, and we suggest the possibility that higher cost may arise from predator attacks.