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学习和普遍语法的演化博弈动力学

Game Dynamics with Learning and Evolution of Universal Grammar
课程网址: http://videolectures.net/mlss05us_mitchener_gdleu/  
主讲教师: Garrett Mitchener
开课单位: 杜克大学
开课时间: 2007-02-25
课程语种: 英语
中文简介:
我将基于人口游戏动态和学习呈现语言进化模型。具体来说,我们考虑两种遗传变异的普遍语法(UG)的情况,这是人类语言能力的核心,假设每个都承认两种可能的语法。动态由通信游戏驱动。我们使用动态系统技术证明,如果支付矩阵服从某些约束,则两个UG相互抵抗是稳定的,即它们在进化上是稳定的。这些约束与学习过程无关。直觉上,如果UG中的突变导致语法与已建立的语言不相容,那么它将会消亡,因为具有突变的个体将无法进行通信,因此无法实现突变的任何潜在益处。证明不适用的示例表明兼容的突变可能会或可能不会侵入,这取决于人口的历史和学习过程。这些结果表明语言的遗传历史受到兼容性需求的限制,并且语言能力的变异可能已经消失或接管,更多地取决于历史事故,而不是任何简单的相对适应性概念。语言游戏动态的进一步结果将需要更详细的获取过程知识。按照这一思路,我还将简要介绍一些最近的研究工作,以更详细地模拟历史(而不是地质)时间尺度上的语言变化。初步结果表明,人类可能只探索了可能语言的一小部分空间。
课程简介: I will present a model of language evolution, based on population game dynamics with learning. Specifically, we consider the case of two genetic vari- ants of universal grammar (UG), the heart of the human language faculty, assuming each admits two possible grammars. The dynamics are driven by a communication game. We prove using dynamical systems techniques that if the payoff matrix obeys certain constraints, then the two UGs are stable against invasion by each other, that is, they are evolutionarily stable. These constraints are independent of the learning process. Intuitively, if a muta- tion in UG results in grammars that are incompatible with the established languages, then it will die out because individuals with the mutation will be unable to communicate and therefore unable to realize any potential benefit of the mutation. An example for which the proofs do not apply shows that compatible mutations may or may not be able to invade, depending on the population's history and the learning process. These results suggest that the genetic history of language is constrained by the need for compatibility and that mutations in the language faculty may have died out or taken over depending more on historical accident than on any simple notion of relative fitness. Further results in language game dynamics will require more detailed knowledge of the acquisition process. Following that line of thought, I will also sketch some recent work on a more detailed simulation for studying lan- guage change on historical (rather than geological) timescales. Preliminary results suggest that the human race may have only explored a small part of the space of possible languages.
关 键 词: 模式分析; 统计建模; 计算学习
课程来源: 视频讲座网
最后编审: 2020-06-18:dingaq
阅读次数: 53