Statistical properties of the moving average price in dollar-yen exchange rates

被引:22
|
作者
Ohnishi, T
Mizuno, T
Aihara, K
Takayasu, M
Takayasu, H
机构
[1] Univ Tokyo, Grad Sch Frontier Sci, Dept Complex Sci & Engn, Bunkyo Ku, Tokyo 1138656, Japan
[2] Chuo Univ, Fac Sci & Engn, Dept Phys, Bunkyo Ku, Tokyo 1128551, Japan
[3] Future Univ Hakodate, Dept Complex Syst, Hakodate, Hokkaido 0410803, Japan
[4] Sony Comp Sci Labs Inc, Shinagawa Ku, Tokyo 1410022, Japan
关键词
foreign exchange; moving-average; Yule-Walker formula; white noise;
D O I
10.1016/j.physa.2004.06.118
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We introduce a weighted-moving-average analysis for the tick-by-tick data of yen-dollar exchange rates. The weights are determined automatically for given data by applying the Yule-Walker formula for autoregressive model. Although the data are non-stationary, the resulting moving average gives a quite nice property that the deviation around the moving-average becomes a white noise. The weights decay exponentially with time scale less than 2 min implying that dealers are watching only very recent market state. (C) 2004 Published by Elsevier B.V.
引用
收藏
页码:207 / 210
页数:4
相关论文
共 36 条
  • [31] Real-time trading models and the statistical properties of foreign exchange rates
    Gençay, R
    Ballocchi, G
    Dacorogna, M
    Olsen, R
    Pictet, O
    INTERNATIONAL ECONOMIC REVIEW, 2002, 43 (02) : 463 - 491
  • [32] Long-term memory dynamics of crude oil price spread in non-dollar countries under the influence of exchange rates
    Liu, Siyao
    Fang, Wei
    Gao, Xiangyun
    An, Feng
    Jiang, Meihui
    Li, Yang
    ENERGY, 2019, 182 : 753 - 764
  • [33] The exact statistical properties of a signed-rank-based adaptive exponential weighted moving average chart
    Tang, Anan
    Ma, Yuanman
    Hu, Xuelong
    Huang, Weidong
    QUALITY AND RELIABILITY ENGINEERING INTERNATIONAL, 2022, 38 (05) : 2781 - 2794
  • [35] STATISTICAL STUDY OF FOREIGN-EXCHANGE RATES, EMPIRICAL-EVIDENCE OF A PRICE CHANGE SCALING LAW, AND INTRADAY ANALYSIS
    MULLER, UA
    DACOROGNA, MM
    OLSEN, RB
    PICTET, OV
    SCHWARZ, M
    MORGENEGG, C
    JOURNAL OF BANKING & FINANCE, 1990, 14 (06) : 1189 - 1208
  • [36] The table auto-regressive moving-average model for (categorical) stationary series: statistical properties (causality; from the all random to the conditional random)
    Dimitriou-Fakalou, Chrysoula
    JOURNAL OF NONPARAMETRIC STATISTICS, 2019, 31 (01) : 31 - 63