利用随机预测模型研究国际贸易对韩国产业银行股价的影响

Farooq Dar Gulbadin, Young-Hyo Ahn, Farooq Dar Qaiser, Jin-Hee Ma
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摘要

目的——任何金融机构的股价都会受到各种隐性和显性因素的影响而波动。在经济和金融市场理论中,预测股价行为至关重要,但也很复杂。企业银行股价也受到韩国对外贸易流量等隐性因素的影响。该研究的目的是预测韩国国际贸易流动对企业银行股价的潜在影响。设计/方法/方法-采用两种隐马尔可夫模型(HMM)方法,一种基于出口,另一种基于进口,以确定影响可见状态的隐藏状态的趋势和波动。研究结果:研究结果显示,企业银行股价与出口和进口之间存在显著的正相关关系。特别是,如果出口增加,企业银行股价上涨的可能性为50%,如果进口减少,企业银行股价上涨的可能性为56%。这一结果表明,在韩国股市上,出口和进口的变化如何影响企业银行的股价。▽研究结果=该研究结果对企业银行股票和证券交易所的短期和长期投资者都是有价值的。本研究可以帮助决策者识别影响IBK股价的可见/观察状态之间和内部的关系。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Impact of International Trade on the Share Prices of the Industrial Bank of Korea Using Stochastic Prediction Modeling
Purpose – The share price of any financial institution fluctuates due to various hidden and visible factors. Predicting share price behavior in the economy and financial marketing theory is crucial but complex. The Industrial Bank of Korea’s (IBK) share prices are also affected by hidden factors, including Korean international trade flow. The study aims to forecast hidden impacts on IBK share prices resulting from the international trade flow in Korea. Design/Methodology/Approach – Two Hidden Markov Model (HMM) approaches are employed, one based on exports, and the other on imports, to identify trends and fluctuations in the hidden states influencing visible states. Findings – The findings reveal a significant positive correlation between IBK share prices and both exports and imports. Notably, increasing exports indicate a 50% probability of IBK share prices rising, while falling imports indicate a 56% chance of IBK share prices increasing. These results demonstrate how changes in exports and imports impact IBK’s share price in the Korean stock market. Research Implications – The research implications are valuable for short- and long-term investors in IBK shares and the Korean stock exchange. This research can help decision-makers identify the relationships between and within the visible/observed states that influence the stock price of IBK.
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