Bitcoin Price Manipulation Regulation from a Game Perspective

Yingxin Gao;Yanmei Zhang;Zheng Lin;Aihua Jiang
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Abstract

Frequent price manipulation in the Bitcoin market will lead to market risk and seriously disrupt the financial order, but there is less research on its regulation. We address the Bitcoin price manipulation problem by building a regulatory game model. First, we study the price manipulation mechanism of the Bitcoin market based on behavioral finance and clarify the boundary conditions. Second, we introduce regulator constraints and establish a game model between the manipulator and the regulator. Further, through variable deconstruction, parameter verification, and simulation analysis, we explore how to achieve effective regulation of Bitcoin price manipulation. We find that the effective regulation of Bitcoin price manipulation can be achieved in three ways: (1) Adjust the penalty coefficient with a certain lower threshold so that the manipulator's expected return is negative; (2) Set the lowest possible price fluctuation standard while ensuring that it does not interfere with market-based transactions; (3) The simulation of price manipulation regulation is optimized and most efficiently controlled when the probability of investigation is dynamically adjusted by a concave function on the price fluctuation standard.
从博弈角度看比特币价格操纵监管
比特币市场上频繁出现的价格操纵行为会导致市场风险,严重扰乱金融秩序,但对其监管的研究却较少。我们通过建立监管博弈模型来解决比特币价格操纵问题。首先,我们基于行为金融学研究了比特币市场的价格操纵机制,并明确了边界条件。其次,我们引入监管者约束,建立了操纵者与监管者之间的博弈模型。然后,通过变量解构、参数验证和仿真分析,探讨如何实现对比特币价格操纵的有效监管。我们发现,可以通过三种方式实现对比特币价格操纵的有效监管:(1)以一定的较低阈值调整惩罚系数,使操纵者的预期收益为负;(2)在确保不干扰市场化交易的前提下,设置尽可能低的价格波动标准;(3)通过价格波动标准上的凹函数动态调整调查概率时,价格操纵监管的模拟效果最优,控制效率最高。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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CiteScore
3.80
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0.00%
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