Wakano Joe Y, Kawasaki Kohkichi, Shigesada Nanako, Aoki Kenichi
Meiji Institute for Advanced Study of Mathematical Sciences, Meiji University, Higashi-Mita, Tama-ku, Kawasaki, Kanagawa, Japan.
Theor Popul Biol. 2011 Sep;80(2):132-40. doi: 10.1016/j.tpb.2011.06.001. Epub 2011 Jun 16.
Individual learning and social learning are two primary abilities supporting cultural evolution. Conditions for their evolution have mostly been studied by investigating gene frequency dynamics, which essentially implies constant population size. Predictions from such "static" models may only be of partial relevance to the evolution of advanced individual learning in modern humans, because modern humans have experienced rapid population growth and range expansion during "out-of-Africa." Here we model the spatial population dynamics of individual and social learners by a reaction-diffusion system. One feature of our model is the inclusion of the possibility that social learners may fail to find an exemplar to copy in regions where the population density is low. Due to this attenuation effect, the invasion speed of social learners is diminished, and various kinds of invasion dynamics are observed. Our primary findings are: (1) individual learners can persist indefinitely when invading environmentally homogeneous infinite space; (2) the occurrence of individual learners at the front may inhibit the spread of social learners. These results suggest that "out-of-Africa" may have driven the evolution of advanced individual learning ability in modern humans.
个体学习和社会学习是支持文化进化的两种主要能力。它们进化的条件大多是通过研究基因频率动态来进行探究的,这本质上意味着种群规模恒定。这类“静态”模型的预测可能仅与现代人类高级个体学习的进化部分相关,因为现代人类在“走出非洲”期间经历了人口的快速增长和范围的扩张。在这里,我们通过反应扩散系统对个体学习者和社会学习者的空间种群动态进行建模。我们模型的一个特点是考虑到社会学习者在种群密度低的区域可能无法找到范例进行模仿的可能性。由于这种衰减效应,社会学习者的入侵速度降低,并观察到各种入侵动态。我们的主要发现是:(1)个体学习者在入侵环境均匀的无限空间时可以无限期地持续存在;(2)前沿个体学习者的出现可能会抑制社会学习者的传播。这些结果表明,“走出非洲”可能推动了现代人类高级个体学习能力的进化。