Multifractal spectrum analysis of nonlinear dynamical mechanisms in China's agricultural futures markets

被引:50
作者
Chen, Shu-Peng [1 ]
He, Ling-Yun [1 ]
机构
[1] China Agr Univ, Coll Econ & Management, Ctr Futures & Financial Derivat, Beijing 100083, Peoples R China
基金
中国博士后科学基金;
关键词
China's agricultural futures; Multifractals; Partition function; Multifractal spectrum; Long-range correlation; Non-Gaussian distribution; DETRENDED FLUCTUATION ANALYSIS; STOCK-MARKET; PRICE FLUCTUATIONS; FRACTAL STRUCTURE;
D O I
10.1016/j.physa.2009.12.009
中图分类号
O4 [物理学];
学科分类号
070305 [高分子化学与物理];
摘要
Based on Partition Function and Multifractal Spectrum Analysis, we investigated the nonlinear dynamical mechanisms in China's agricultural futures markets, namely, Dalian Commodity Exchange (DCE for short) and Zhengzhou Commodity Exchange (ZCE for short), where nearly all agricultural futures contracts are traded in the two markets. Firstly, we found nontrivial multifractal spectra, which are the empirical evidence of the existence Of multifractal features, in 4 representative futures markets in China, that is, Hard Winter wheat (HW for short) and Strong Gluten wheat (SG for short) futures markets from ZCE and Soy Meal (SM for short) futures and Soy Bean No.1 (SB for short) futures markets from DCE. Secondly, by shuffling the original time series, we destroyed the underlying nonlinear temporal correlation; thus, we identified that long-range correlation mechanism constitutes major contributions in the formation in the multifractals of the markets. Thirdly, by tracking the evolution of left- and right-half spectra, we found that there exist critical points, between which there are different behaviors, in the left-half spectra for large price fluctuations; but for the right-hand spectra for small price fluctuations, the width of those increases slowly as the delay t increases in the long run. Finally, the dynamics of large fluctuations is Significantly different from that of the small ones, which implies that there exist different underlying mechanisms in the formation of multifractality in the markets. Our main contributions focus on that we not only provided empirical evidence of the existence of multifractal features in China agricultural commodity futures markets: but also we pioneered in investigating the Sources of the multifractality in China's agricultural futures markets in current literature; furthermore, we investigated the nonlinear dynamical mechanisms based on spectrum analysis, which offers us insights into the underlying dynamical mechanisms in China's agricultural futures markets. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:1434 / 1444
页数:11
相关论文
共 36 条
[1]
Chaos in oil prices? Evidence from futures markets [J].
Adrangi, B ;
Chatrath, A ;
Dhanda, KK ;
Raffiee, K .
ENERGY ECONOMICS, 2001, 23 (04) :405-425
[2]
Multifractal Hurst analysis of crude oil prices [J].
Alvarez-Ramirez, J ;
Cisneros, M ;
Ibarra-Valdez, C ;
Soriano, A .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2002, 313 (3-4) :651-670
[3]
Short-term predictability of crude oil markets: A detrended fluctuation analysis approach [J].
Alvarez-Ramirez, Jose ;
Alvarez, Jesus ;
Rodriguez, Eduardo .
ENERGY ECONOMICS, 2008, 30 (05) :2645-2656
[4]
[Anonymous], 1964, RANDOM CHARACTER STO
[5]
MULTIFRACTAL SPECTRA OF MULTI-AFFINE FUNCTIONS [J].
BARABASI, AL ;
SZEPFALUSY, P ;
VICSEK, T .
PHYSICA A, 1991, 178 (01) :17-28
[6]
Cajueiro D., 2006, Economic Systems, V30, P56, DOI DOI 10.1016/J.ECOSYS.2005.09.003
[7]
Long-range dependence and multifractality in the term structure of LIBOR interest rates [J].
Cajueiro, Daniel O. ;
Tabak, Benjamin M. .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2007, 373 :603-614
[8]
Multifractality and herding behavior in the Japanese stock market [J].
Cajueiro, Daniel O. ;
Tabak, Benjamin M. .
CHAOS SOLITONS & FRACTALS, 2009, 40 (01) :497-504
[9]
Chatrath A, 2002, AGR ECON, V27, P123, DOI 10.1111/j.1574-0862.2002.tb00111.x
[10]
Corazza M, 1997, J FUTURES MARKETS, V17, P433, DOI 10.1002/(SICI)1096-9934(199706)17:4<433::AID-FUT4>3.0.CO