人工知能学会第二種研究会資料
Online ISSN : 2436-5556
外国為替市場の個々のトレーダのトラッキング解析:ミクロモデルの提案とその平均場理論
金澤 輝代士末重 拓己高安 秀樹高安 美佐子
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研究報告書・技術報告書 フリー

2017 年 2017 巻 FIN-019 号 p. 92-

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Recent technological breakthrough has enabled us to study the microstructure of financial markets using the high-frequency trading data. In this presentation, we review our recent preprint (arXiv: 1703.06739), in which individual traders's strategies are analyzed on the basis of informative order book data with anonymized trader identifications. We empirically study the trend-following behavior of individual traders on the basis of conditional statistical analysis. We then propose a microscopic model of financial markets on the basis of the empirical finding of trendfollowing of individual traders. We further develop a systematic theory to our microscopic model paralleling to the mathematical formulation of kinetic theory. Finally, the agreement between empirical results and our theoretical predictions are shown in terms of the order book profile and the price movement distribution.

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