Hidden forces and fluctuations from moving averages: A test study

被引:16
作者
Alfi, V. [1 ]
Coccetti, F.
Marotta, M.
Pietronero, L.
Takayasu, M.
机构
[1] Univ Roma La Sapienza, Dipartimento Fis, I-00185 Rome, Italy
[2] Univ Rome, Dipartimento Fis, I-00146 Rome, Italy
[3] Museo Storico Fis & Ctr Studi & Ric Enrico Fermi, Rome, Italy
[4] CNR, Ist Sist Complessi, I-00133 Rome, Italy
[5] Tokyo Univ Agr & Technol, Dept Comp Intelligence & Syst Sci, Yokohama, Kanagawa 2268502, Japan
关键词
complex systems; time series analysis; effective potential; financial data;
D O I
10.1016/j.physa.2006.04.113
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
The possibility that price dynamics is affected by its distance from a moving average has been recently introduced as new statistical tool. The purpose is to identify the tendency of the price dynamics to be attractive or repulsive with respect to its own moving average. We consider a number of tests for various models which clarify the advantages and limitations of this new approach. The analysis leads to the identification of an effective potential with respect to the moving average. Its specific implementation requires a detailed consideration of various effects which can alter the statistical methods used. However, the study of various model systems shows that this approach is indeed suitable to detect hidden forces in the market which go beyond usual correlations and volatility clustering. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:30 / 37
页数:8
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