论文标题
补丁觅食决策的规范理论
Normative theory of patch foraging decisions
论文作者
论文摘要
觅食是一种基本行为,因为动物对食物的搜索对于它们的生存至关重要。贴片离开是一种规范的觅食行为,但是贴片的经典理论概念缺乏一些关键的自然主义细节。最佳觅食理论为动物何时应留下补丁提供了一般规则,但没有提供有关这些规则如何随环境结构而变化的机械见解。这种机械框架将有助于设计定量实验,以揭示觅食的行为和神经基础。为了解决这些缺点,我们制定了一个关于觅食决策的规范理论。使用贝叶斯方法,我们将斑块留下行为视为统计推断问题。我们在非消耗和耗尽环境中得出动物的最佳决策策略。这些情况中的大多数可以使用随机过程中的方法明确分析。我们的行为预测是根据最佳补丁停留时间和动物离开斑块的决策规则表示的。我们还将我们的理论扩展到了一个分层模型,在该模型中,觅食者学习了环境食品资源分布。因此,我们开发的定量框架将有助于实验者从分析基于试验的行为转变为连续行为,而不会丢失定量严格。我们的理论框架都扩展了最佳觅食理论,并激发了调查贴片觅食行为的各种行为和神经科学实验。
Foraging is a fundamental behavior as animals' search for food is crucial for their survival. Patch leaving is a canonical foraging behavior, but classic theoretical conceptions of patch leaving decisions lack some key naturalistic details. Optimal foraging theory provides general rules for when an animal should leave a patch, but does not provide mechanistic insights about how those rules change with the structure of the environment. Such a mechanistic framework would aid in designing quantitative experiments to unravel behavioral and neural underpinnings of foraging. To address these shortcomings, we develop a normative theory of patch foraging decisions. Using a Bayesian approach, we treat patch leaving behavior as a statistical inference problem. We derive the animals' optimal decision strategies in both non-depleting and depleting environments. A majority of these cases can be analyzed explicitly using methods from stochastic processes. Our behavioral predictions are expressed in terms of the optimal patch residence time and the decision rule by which an animal departs a patch. We also extend our theory to a hierarchical model in which the forager learns the environmental food resource distribution. The quantitative framework we develop will therefore help experimenters move from analyzing trial based behavior to continuous behavior without the loss of quantitative rigor. Our theoretical framework both extends optimal foraging theory and motivates a variety of behavioral and neuroscientific experiments investigating patch foraging behavior.