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Using Deep Learning Conditional Value-at-Risk Based Utility Function in Cryptocurrency Portfolio Optimisation

delete2025-07-26
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OA
AI
X
Xinran Huang
L
Linzhi Tan *
H
Haozhe Su
J
Jeremy Eng‐Tuck Cheah
DOI:10.1002/ijfe.70012delete
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摘要

摘要

En 中文
与加密货币资产相关的一个关键风险是所谓的下行风险,或尾部风险。条件风险价值(CVaR)是一种衡量尾部风险的指标,通常不被考虑在加密货币投资组合的构建中。本文提出了一种基于深度学习CVaR效用函数的投资组合构建新方法。该方法旨在解决尾部风险问题。我们通过与其他投资组合构建技术(包括简单投资组合、最小方差投资组合和均值-方差投资组合)的比较,评估了该方法的性能。我们的研究结果表明,所提出的方法优于传统的优化模型。
Keyword:
asset allocation
conditional value-at-risk
cryptocurrency
deep learning
long short-term memory model

期刊

I
International Journal of Finance and Economics
IF:
2.8
论文数:
227
被引数:
4.5K

机构

N
Nottingham Trent University
学者数:
4.5K
论文数: 4.7K
被引数: 6.6K
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