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The Use of Artificially Intelligent Agents with Bounded Rationality in the Study of Economic Markets

机译:有限理性的人工智能主体在经济市场研究中的应用

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The concepts of 'knowledge' and 'rationality' are of central importance to fields of science that are interested in human behavior and learning, such as artificial intelligence, economics, and psychology. The similarity between artificial intelligence and economics - both are concerned with intelligent though, rational behavior, and the use and acquisition of knowledge - has led to the use of economic models as a paradigm for solving problems in distributed artifical intelligence (DAI) and multi agent systems (MAS). What we propose is the opposite; the use of artificial intelligence (DAI) and multi agent systems (MAS). What we propose is the opposite; the use of artificial intelligence in the study of economic markets. Over the centuries various theories of market behavior have been advanced. the prevailing theory holds that an asset's current price converges to the risk adjusted value of the rationally expected divident stream. While this rational expectations model holds in equilibrium or near-equilibium conditions, it does not sufficiently explain conditions of market disequilibrium. An example of market disequilibrium is the phenomenon of a speculative bubble. We present an example of using artificially intelligent an example of using artificially intelligent agents with bounded rationality in the study of speculative bubbles.
机译:“知识”和“理性”的概念对于对人类行为和学习感兴趣的科学领域至关重要,例如人工智能,经济学和心理学。人工智能与经济学之间的相似性-都与智能,理性行为以及知识的使用和获取有关-导致使用经济模型作为解决分布式人工智能(DAI)和多主体问题的范例系统(MAS)。我们建议的是相反的;人工智能(DAI)和多主体系统(MAS)的使用。我们建议的是相反的;在经济市场研究中使用人工智能。几个世纪以来,市场行为的各种理论得到了发展。现行理论认为,资产的当前价格收敛于理性预期分流的风险调整值。尽管这种理性预期模型在均衡或接近均衡的条件下成立,但它不足以解释市场不均衡的条件。市场不平衡的一个例子是投机泡沫的现象。我们提供了一个使用人工智能的例子,是在投机泡沫研究中使用有限理性的人工智能代理的例子。

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