Constructing Sentiment Signal-Based Asset Allocation Method with Causality Information

IF 2 4区 计算机科学 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE New Generation Computing Pub Date : 2023-09-11 DOI:10.1007/s00354-023-00231-4
Rei Taguchi, Hiroki Sakaji, Kiyoshi Izumi, Yuri Murayama
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Abstract

Abstract This study demonstrates whether financial text is useful for the tactical asset allocation method using stocks. This can be achieved using natural language processing to create polarity indexes in financial news. We perform clustering of the created polarity indexes using the change point detection algorithm. In addition, we construct a stock portfolio and rebalanced it at each change point using an optimization algorithm. Consequently, the proposed asset allocation method outperforms the comparative approach. This result suggests that the polarity index is useful for constructing the equity asset allocation method.

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基于情感信号的因果信息资产配置方法构建
摘要本文研究了金融文本是否适用于股票资产配置策略。这可以通过使用自然语言处理在金融新闻中创建极性指数来实现。我们使用变化点检测算法对创建的极性索引进行聚类。此外,我们构造了一个股票投资组合,并使用优化算法在每个变化点重新平衡它。因此,本文提出的资产配置方法优于比较法。这一结果表明,极性指数对于构建股权资产配置方法是有用的。
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来源期刊
New Generation Computing
New Generation Computing 工程技术-计算机:理论方法
CiteScore
5.90
自引率
15.40%
发文量
47
审稿时长
>12 weeks
期刊介绍: The journal is specially intended to support the development of new computational and cognitive paradigms stemming from the cross-fertilization of various research fields. These fields include, but are not limited to, programming (logic, constraint, functional, object-oriented), distributed/parallel computing, knowledge-based systems, agent-oriented systems, and cognitive aspects of human embodied knowledge. It also encourages theoretical and/or practical papers concerning all types of learning, knowledge discovery, evolutionary mechanisms, human cognition and learning, and emergent systems that can lead to key technologies enabling us to build more complex and intelligent systems. The editorial board hopes that New Generation Computing will work as a catalyst among active researchers with broad interests by ensuring a smooth publication process.
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