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Learning courses of action using the 'movie-in-the-brain' paradigm

机译:使用“大脑中”范式的行动课程

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To exhibit social competence, an agent ought to possess the ability of deciding adequate courses of action when confronted with other agents. In this decision making process the agent has to evaluate the behavior of other agents (and objects) along time in response to its actions and to act in order to raise the desirability of the resulting situation. To achieve this desideratum, the acting agent should learn causal relationships associating its actions to the responses got from the environment. In this paper the concept of "movie-in-the-brain" (MITB) mentioned by Damasio (Damisio 1999) was applied to the development and the implementation of a mechanism capable of establishing such causal relationships. A very simple example of all agent supervising a controller of an inverted pendulum illustrates the application of the MITB paradigm as a way of learning cause-effect relations and of improving the competence of the agent along time. Some interesting preliminary results are presented and discussed.
机译:为了展示社会能力,代理商应该在面对其他代理人时决定足够的行动课程的能力。在这一决策过程中,代理商必须沿着其行动的时间评估其他代理(和对象)的行为,并采取行动,以提高所产生的情况的可取性。为了实现这一船长,代理人应该学习与环境中的响应相关的因果关系。在本文中,Damasio(Damisio 1999)提到的“电影内”(MITB)的概念适用于发展和实施能够建立这种因果关系的机制。监督倒立摆的控制器的所有代理的一个非常简单的例子说明了MITB范例的应用作为学习造成关系的方式以及提高代理的能力沿着时间。提出和讨论了一些有趣的初步结果。

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