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学习与利用之间的权衡:累积文化进化中的帕累托最优与进化稳定学习策略

Trade-off between learning and exploitation: the Pareto-optimal versus evolutionarily stable learning schedule in cumulative cultural evolution.

作者信息

Wakano Joe Yuichiro, Miura Chiaki

机构信息

Meiji Institute for Advanced Study of Mathematical Sciences, Meiji University, 164-8525 Tokyo, Japan.

Meiji Institute for Advanced Study of Mathematical Sciences, Meiji University, 164-8525 Tokyo, Japan.

出版信息

Theor Popul Biol. 2014 Feb;91:37-43. doi: 10.1016/j.tpb.2013.09.004. Epub 2013 Sep 14.

Abstract

Inheritance of culture is achieved by social learning and improvement is achieved by individual learning. To realize cumulative cultural evolution, social and individual learning should be performed in this order in one's life. However, it is not clear whether such a learning schedule can evolve by the maximization of individual fitness. Here we study optimal allocation of lifetime to learning and exploitation in a two-stage life history model under a constant environment. We show that the learning schedule by which high cultural level is achieved through cumulative cultural evolution is unlikely to evolve as a result of the maximization of individual fitness, if there exists a trade-off between the time spent in learning and the time spent in exploiting the knowledge that has been learned in earlier stages of one's life. Collapse of a fully developed culture is predicted by a game-theoretical analysis where individuals behave selfishly, e.g., less learning and more exploiting. The present study suggests that such factors as group selection, the ability of learning-while-working ("on the job training"), or environmental fluctuation might be important in the realization of rapid and cumulative cultural evolution that is observed in humans.

摘要

文化传承通过社会学习来实现,而文化进步则通过个体学习来达成。为实现累积性文化进化,社会学习和个体学习在人的一生中应按此顺序进行。然而,尚不清楚这样的学习安排是否能通过个体适应性的最大化而进化。在此,我们在恒定环境下的两阶段生命史模型中研究一生时间在学习和利用之间的最优分配。我们表明,如果在学习所花费的时间与利用在人生早期学到的知识所花费的时间之间存在权衡,那么通过累积性文化进化实现高文化水平的学习安排不太可能因个体适应性的最大化而进化。通过博弈论分析预测,当个体自私行事时,比如减少学习、增加利用,一种充分发展的文化将会崩溃。本研究表明,诸如群体选择、边工作边学习的能力(“在职培训”)或环境波动等因素,可能对实现人类中观察到的快速且累积性的文化进化很重要。

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