Robust chaos in dynamic optimization models

Mukul Majumdar, Tapan Mitra
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引用次数: 5

Abstract

The purpose of this paper is to investigate the (theoretical) importance of chaos as a phenomenon occurring in dynamic optimization problems. The intertemporal models we focus on are specified by a standard aggregative production function, an immediate return function depending on current consumption, capital input and a taste parameter, and a discount factor.

We interpret “chaos” as a situation in which the Liapounov exponent of the relevant dynamical system is positive. This notion of chaos is related to the concept of “unpredictability” as measured by the Kolmogorov-Sinai entropy.

In the family of intertemporal models, indexed by the taste parameter (with values lying in a closed interval), chaos is considered to be an “unimportant” phenomenon, if the set of parameter values for which chaos occurs is of Lebesgue measure zero.

We identify a family of dynamic optimization models, for which the optimal transition functions are represented by the quadratic family of maps. Relying on the mathematical literature on the robustness of chaos for this family of maps, we conclude that chaos cannot be considered to be an unimportant phenomenon in dynamic optimization models.

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动态优化模型中的鲁棒混沌
本文的目的是研究混沌作为动态优化问题中的一种现象的(理论)重要性。我们关注的跨期模型由一个标准的总生产函数、一个取决于当前消费、资本投入和品味参数的即时回报函数和一个折扣因子指定。我们将“混沌”解释为相关动力系统的李亚普诺夫指数为正的情况。这种混沌的概念与“不可预测性”的概念有关,这是由Kolmogorov-Sinai熵测量的。在以味觉参数(其值位于封闭区间)为索引的跨期模型族中,如果发生混沌的参数值集的勒贝格测度为零,则认为混沌是“不重要的”现象。我们确定了一组动态优化模型,其中最优过渡函数用二次族映射表示。依靠数学文献对这类映射的混沌鲁棒性,我们得出结论,混沌在动态优化模型中不能被认为是一个不重要的现象。
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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