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Physics and financial economics (1776–2014): puzzles, Ising and agent-based models

机译:物理学与金融经济学(1776年至2014年):难题,伊辛和基于主体的模型

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摘要

This short review presents a selected history of the mutual fertilization between physics and economics—from Isaac Newton and Adam Smith to the present. The fundamentally different perspectives embraced in theories developed in financial economics compared with physics are dissected with the examples of the volatility smile and of the excess volatility puzzle. The role of the Ising model of phase transitions to model social and financial systems is reviewed, with the concepts of random utilities and the logit model as the analog of the Boltzmann factor in statistical physics. Recent extensions in terms of quantum decision theory are also covered. A wealth of models are discussed briefly that build on the Ising model and generalize it to account for the many stylized facts of financial markets. A summary of the relevance of the Ising model and its extensions is provided to account for financial bubbles and crashes. The review would be incomplete if it did not cover the dynamical field of agent-based models (ABMs), also known as computational economic models, of which the Ising-type models are just special ABM implementations. We formulate the ‘Emerging Intelligence Market Hypothesis’ to reconcile the pervasive presence of ‘noise traders’ with the near efficiency of financial markets. Finally, we note that evolutionary biology, more than physics, is now playing a growing role to inspire models of financial markets.
机译:这篇简短的评论介绍了物理学和经济学之间相互受精的部分历史-从艾萨克·牛顿和亚当·史密斯到现在。与波动性微笑和过度波动性难题的例子一起,剖析了金融经济学中发展的理论与物理学相比所包含的根本不同的观点。回顾了伊辛相变模型在建模社会和金融系统中的作用,并使用了随机效用的概念以及logit模型作为统计物理学中玻尔兹曼因子的类似物。还涵盖了有关量子决策理论的最新扩展。简要讨论了许多基于Ising模型的模型,并将其概括化,以解释金融市场的许多典型事实。提供了Ising模型及其扩展的相关性的摘要,以解决财务泡沫和崩溃。如果它不涵盖基于代理的模型(ABM)的动态领域(也称为计算经济模型),则该审查将是不完整的,其中Ising类型的模型只是特殊的ABM实现。我们制定了“新兴情报市场假说”,以协调“噪声交易者”的普遍存在与金融市场近乎有效的效率。最后,我们注意到进化生物学,而不是物理学,在启发金融市场模型方面正在发挥越来越重要的作用。

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