解读金融交易网络中的社会影响力与群体智慧

Wei Pan, Yaniv Altshuler, A. Pentland
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引用次数: 103

摘要

本文主要研究社会机制在金融体系中的作用。我们的数据来自一个面向个人投资者的新颖的在线外汇交易经纪公司,该公司还允许投资者在彼此之间建立社交网络联系,并复制他人的交易。从数据集中,我们分析了决策过程中这种相互关联的社会影响系统的动态。我们发现,一般来说,社交交易的表现优于个人交易,但顶级交易者的社会声誉并不完全取决于他们的表现,因为他们的社会反馈,即使用户自己下注。我们还发现,社会影响在用户的交易中起着重要作用,特别是在不确定时期的决策。我们报告的证据表明,社会影响的动态有助于市场的过度反应。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Decoding Social Influence and the Wisdom of the Crowd in Financial Trading Network
In this paper, we study roles of social mechanisms in a financial system. Our data come from a novel on-line foreign exchange trading brokerage for individual investors, which also allows investors to form social network ties between each other and copy others' trades. From the dataset, we analyze the dynamics of this connected social influence systems in decision making processes. We discover that generally social trades outperform individual trades, but the social reputation of the top traders is not completely determined by their performance due to social feedback even when users are betting their own money. We also find that social influence plays a significant role in users' trades, especially decisions during periods of uncertainty. We report evidences suggesting that the dynamics of social influence contribute to market overreaction.
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