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羊群效应还是群体智慧?部分理性金融市场中的效率控制。

Herding or wisdom of the crowd? Controlling efficiency in a partially rational financial market.

机构信息

Department of Electronic, Information, and Bioengineering, Politecnico di Milano, Milan, Italy.

Department of Electrical Engineering and Information Technology, University of Naples Federico II, Naples, Italy.

出版信息

PLoS One. 2020 Sep 11;15(9):e0239132. doi: 10.1371/journal.pone.0239132. eCollection 2020.

Abstract

Herding has often been blamed as one of the possible causes of market instabilities, ultimately yielding to bubbles and crushes. On the other hand, researchers hypothesized that financial systems may benefit from the so-called wisdom of the crowd. To solve this apparent dichotomy, we leverage a novel financial market model, where the agents form their expectations by combining their individual return estimation with the expectations of their neighbors. By establishing a link between herding, sociality, and market instabilities, we point out that the emergence of collective decisions in the market is not necessarily detrimental. Indeed, when all the agents tend to conform their expectations to those of one or few leaders, herding might dramatically reduce market efficiency. However, when each agent accounts for a plurality of opinions, thus following the wisdom of the crowd, market dynamics become efficient. Following these observations, we propose two alternative control strategies to reduce market instability and enhance its efficiency.

摘要

羊群效应通常被归咎于市场不稳定的可能原因之一,最终导致泡沫和崩溃。另一方面,研究人员假设金融系统可能受益于所谓的群体智慧。为了解决这种明显的二分法,我们利用了一种新颖的金融市场模型,其中代理人通过将其个人回报估计与邻居的预期相结合来形成其预期。通过在羊群效应、社交性和市场不稳定性之间建立联系,我们指出市场中集体决策的出现不一定是有害的。事实上,当所有代理人都倾向于将他们的预期与一个或少数几个领导者的预期保持一致时,羊群效应可能会极大地降低市场效率。然而,当每个代理人考虑到多数人的意见,从而遵循群体智慧时,市场动态就变得有效率了。根据这些观察结果,我们提出了两种替代的控制策略来降低市场不稳定性并提高其效率。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b645/7485832/653e5bee9dc6/pone.0239132.g001.jpg

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