DEVS Modeling and Simulation of Financial Leverage Effect Based on Markov Decision Process

E. Barbieri, L. Capocchi, J. Santucci
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Abstract

Decision making during a financial asset optimization process leading to a potential leverage effect is a major issue in the management of an investment program such as European development programs. Modeling and simulation based on reinforcement learning can propose a decision-making policy in this kind of process. This paper presents a DEVS discrete-event modeling and simulation approach from Markov decision-making processes applied to the search for maximum leverage on self-financing capabilities in grant application instruction phase. The application of the approach presented in this paper is made on the search for the leverage effect linked to the price volatility of the main stock market indices (CAC40, NasDaq, etc.).
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基于马尔可夫决策过程的财务杠杆效应DEVS建模与仿真
在导致潜在杠杆效应的金融资产优化过程中的决策是投资项目(如欧洲开发项目)管理中的一个主要问题。基于强化学习的建模与仿真可以在这一过程中提出决策策略。本文提出了一种基于马尔可夫决策过程的DEVS离散事件建模和仿真方法,用于在拨款申请指导阶段寻求最大限度地利用自筹资金能力。将本文提出的方法应用于寻找与主要股票市场指数(CAC40、NasDaq等)价格波动相关的杠杆效应。
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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