A Q-learning Approach to a Consumption-Investment Problem

Ruy López-Ríos
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Abstract

The paper deals with a discrete-time consumption investment problem with an infinite horizon. This problem is formulated as a Markov decision process with an expected total discounted utility as an objective function. This paper aims to presents a procedure to approximate the solution via machine learning, specifically, a Q-learning technique. The numerical results of the problem are provided.
消费-投资问题的q -学习方法
研究一类具有无限视界的离散时间消费投资问题。该问题被表述为一个以期望总贴现效用为目标函数的马尔可夫决策过程。本文旨在介绍一种通过机器学习,特别是q -学习技术来近似解的过程。给出了该问题的数值结果。
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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