验证基于代理的交易模拟的事件研究方法

Shih-Fen Cheng
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引用次数: 0

摘要

在本文中,我们介绍了如何验证用多代理技术构建的以事件为中心的交易模拟平台。验证问题对于基于代理的模拟来说是极其重要的,但不幸的是,到目前为止还没有一种通用的方法可以在所有领域工作。本文的主要贡献是一种以事件为中心的模拟设计和事件研究方法的新颖组合,用于市场动态的生成和验证。在我们以事件为中心的设计中,通过宣布影响市场价格的新闻事件来推进模拟。在接收到这些事件后,事件感知软件代理将调整它们对市场的看法并采取相应的行动。他们的行为将基于他们的角色和他们的私人信息,市场动态将被共同塑造。生成的市场动态可以通过事件研究方法的一种变体来验证。我们通过几个数值实验演示了该方法是如何工作的,并通过强调这种仿真平台的实际意义来总结。
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Event Study Approach for Validating Agent-Based Trading Simulations
In this paper, we introduce how one can validate an event-centric trading simulation platform that is built with multi-agent technology. The issue of validation is extremely important for agent-based simulations, but unfortunately, so far there is no one universal method that would work in all domains. The primary contribution of this paper is a novel combination of event-centric simulation design and event study approach for market dynamics generation and validation. In our event-centric design, the simulation is progressed by announcing news events that affect market prices. Upon receiving these events, event-aware software agents would adjust their views on the market and act accordingly. Their actions would be based on their roles and also their private information, and collectively the market dynamics will be shaped. The generated market dynamics can then be validated by a variant of the event study approach. We demonstrate how the methodology works with several numerical experiments and conclude by highlighting the practical significance of such simulation platform.
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