Prediction of Nikkei VI increase for reducing investment risk using Yahoo! JAPAN stock BBS

Kentaro Ueda, Kodai Sasaki, H. Suwa, Yuki Ogawa, Eiichi Umehara, Tatsuo Yamashita, K. Tsubouchi, K. Yasumoto
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Abstract

In stock investment, it is important to predict future market fluctuations in order to reduce risk. The Nikkei 225 Volatility Index (VI) is a measure of the expectations of the investors of the future of the Japanese market. A rise in this index indicates that investors are concerned about the future of the market, and predicting this rise may be used to reduce investment risk. Social media posts contain the opinions and feelings of the posters. In the present study, we proposed a means of predicting the increase in the Nikkei 225 VI by analyzing the social media of the largest stock trading website in Japan, ”Yahoo! Japan Stock Message Board,” and capturing changes in the topics of discussion. As a result of evaluation over a long validation period, we developed a prediction model with an F1-measure of 0.26.
利用雅虎预测日经指数提高降低投资风险日本股票论坛
在股票投资中,预测未来的市场波动以降低风险是很重要的。日经225波动指数(VI)是衡量投资者对日本市场未来预期的指标。该指数的上升表明投资者对市场的未来感到担忧,预测该指数的上升可以用来降低投资风险。社交媒体上的帖子包含了发帖者的观点和感受。在本研究中,我们通过分析日本最大的股票交易网站“雅虎”的社交媒体,提出了一种预测日经225指数上涨的方法。“日本股票留言板”,并捕捉讨论主题的变化。经过长时间的验证,我们建立了一个f1测量值为0.26的预测模型。
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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