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Foraging optimally in social neuroscience: computations and methodological considerations

机译:在社会神经科学最佳地觅食:计算和方法考虑

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摘要

Research in social neuroscience has increasingly begun to use the tools of computational neuroscience to better understand behaviour. Such approaches have proven fruitful for probing underlying neural mechanisms. However, little attention has been paid to how the structure of experimental tasks relates to real-world decisions, and the problems that brains have evolved to solve. To go significantly beyond current understanding, we must begin to use paradigms and mathematical models from behavioural ecology, which offer insights into the decisions animals must make successfully in order to survive. One highly influential theory—marginal value theorem (MVT)—precisely characterises and provides an optimal solution to a vital foraging decision that most species must make: the patch-leaving problem. Animals must decide when to leave collecting rewards in a current patch (location) and travel somewhere else. We propose that many questions posed in social neuroscience can be approached as patch-leaving problems. A richer understanding of the neural mechanisms underlying social behaviour will be obtained by using MVT. In this ‘tools of the trade’ article, we outline the patch-leaving problem, the computations of MVT and discuss the application to social neuroscience. Furthermore, we consider the practical challenges and offer solutions for designing paradigms probing patch leaving, both behaviourally and when using neuroimaging techniques.
机译:社会神经科学的研究越来越多地开始使用计算神经科学的工具来更好地了解行为。这些方法已经证明探讨了神经机制的果皮。但是,对实验任务的结构有关的涉及真实世界的决定,已经提出了很少的关注,以及大脑的问题已经发展到解决。为了显着超越当前的理解,我们必须开始使用行为生态的范式和数学模型,这提供了对动物的洞察,动物必须成功才能生存。一个高度影响力的理论 - 边缘值定理(MVT) - 精神挑选并提供了最佳的解决方案,以便对大多数物种必须制造的重要觅食决定:留下补丁问题。动物必须决定何时在当前补丁(位置)中收集奖励并在其他地方旅行。我们建议在社会神经科学中提出的许多问题可以作为补丁留下问题。通过使用MVT来获得对基础社会行为的神经机制的认识。在这个“贸易”的工具中,我们概述了留言问题,MVT的计算并讨论了社会神经科学的应用。此外,我们考虑实际挑战,并提供用于设计范式探测贴片的解决方案,即使用神经影像技术。

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