人工知能学会第二種研究会資料
Online ISSN : 2436-5556
第24回金融情報学研究会
外国為替市場におけるポジション管理戦略分類に基づく将来価格形成メカニズム解明
末重 拓己Sornette Didier高安 秀樹高安 美佐子
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研究報告書・技術報告書 フリー

2020 年 2020 巻 FIN-024 号 p. 103-

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Individual trading analysis has become the focus of recent attention in the field of market microstructure. Several research works reveal how trading strategies of specific traders or banks are affected by historical market information. However, there is little research revealing how such microscopic trading strategies recursively affect macroscopic future market information. Using the high-granular dataset including the trading behavior of specific banks in a U.S dollar (USD) against Japanese yen (JPY) market, here we demonstrate management method of positions, defined as the numbers of units of USD banks bought or sold against JPY, can be clearly clustered into two simple strategies. We then find the strong relationship between future-market price movements and these two position management strategies, and this relationship even allows a prior prediction of market prices fifteen minutes ahead.

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