A Practical Liquidity-Sensitive Automated Market Maker

Abraham Othman, David M. Pennock, Daniel M. Reeves, T. Sandholm
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引用次数: 14

Abstract

Automated market makers are algorithmic agents that enable participation and information elicitation in electronic markets. They have been widely and successfully applied in artificial-money settings, like some Internet prediction markets. Automated market makers from the literature suffer from two problems that contribute to their impracticality and impair their use beyond artificial-money settings: first, they are unable to adapt to liquidity, so that trades cause prices to move the same amount in both heavily and lightly traded markets, and second, in typical circumstances, they run at a deficit. In this article, we construct a market maker that is both sensitive to liquidity and can run at a profit. Our market maker has bounded loss for any initial level of liquidity and, as the initial level of liquidity approaches zero, worst-case loss approaches zero. For any level of initial liquidity we can establish a boundary in market state space such that, if the market terminates within that boundary, the market maker books a profit regardless of the realized outcome.
一个实用的流动性敏感的自动做市商
自动做市商是在电子市场中实现参与和信息获取的算法代理。它们已经在人工货币环境中得到了广泛而成功的应用,比如一些互联网预测市场。文献中的自动做市商存在两个问题,这两个问题导致了它们的不实用性,并损害了它们在人造货币设置之外的使用:首先,它们无法适应流动性,因此交易导致价格在交易量大和交易量小的市场中波动相同;其次,在典型情况下,它们会出现亏损。在本文中,我们构建了一个对流动性敏感且能够盈利的做市商。我们的做市商对任何初始流动性水平的损失都是有限的,当初始流动性水平接近于零时,最坏情况下的损失也接近于零。对于任何水平的初始流动性,我们都可以在市场状态空间中建立一个边界,这样,如果市场在该边界内终止,无论实现的结果如何,做市商都可以获得利润。
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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