基于凸优化的高斯混合收益和指数效用组合构建

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2023-07-27 DOI:10.1007/s11081-023-09814-y
Eric Luxenberg, Stephen Boyd
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引用次数: 0

摘要

我们考虑选择最优投资组合的问题,假设资产收益具有高斯混合分布,目标是期望指数效用最大化。在本文中,我们证明了这个问题是凸的,并且很容易使用特定于领域的语言进行凸优化,而不需要采样或场景。然后,我们展示了如何密切相关的最小化风险熵值问题也可以表述为凸优化问题。
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Portfolio construction with Gaussian mixture returns and exponential utility via convex optimization
We consider the problem of choosing an optimal portfolio, assuming the asset returns have a Gaussian mixture distribution, with the objective of maximizing expected exponential utility. In this paper we show that this problem is convex, and readily solved exactly using domain-specific languages for convex optimization, without the need for sampling or scenarios. We then show how the closely related problem of minimizing entropic value at risk can also be formulated as a convex optimization problem.
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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