基于VEC-BEKK-GARCH和溢出指数模型的畜产品价格联动效应研究

doi:10.3969/j.issn.1004-1524.2020.09.20

浙江农业学报 ›› 2020, Vol. 32 ›› Issue (9): 1711-1721.DOI: 10.3969/j.issn.1004-1524.2020.09.20

基于VEC-BEKK-GARCH和溢出指数模型的畜产品价格联动效应研究

刘姣姣¹, 张钢仁^1,2, 高群^3,*

1.华中农业大学经济管理学院,湖北武汉 430070;
2.黄冈师范学院商学院,湖北黄冈 438000;
3.南昌大学公共管理学院,江西南昌 330000

收稿日期:2019-09-14 出版日期:2020-09-25 发布日期:2020-10-10
通讯作者: *高群,E-mail:gaoqun8@126.com
作者简介:刘姣姣(1991—),女,河南濮阳人,博士研究生,研究方向为农产品流通。E-mail:18771063880@163.com
基金资助:
国家社会科学基金重大项目(12&ZD048)

Study on price relevance of livestock products based on VEC-BEKK-GARCH and spillover index model

LIU Jiaojiao¹, ZHANG Gangren^1,2, GAO Qun^3,*

1. College of Economics and Management, Huazhong Agricultural University, Wuhan 430070, China;
2. School of Business, Huanggang Normal University, Huanggang 438000, China;
3. School of Public Administration, Nanchang University, Nanchang 330000, China

Received:2019-09-14 Online:2020-09-25 Published:2020-10-10

摘要/Abstract

摘要： 选取2001年1月至2019年3月猪肉、牛肉和羊肉这3种畜产品的月度价格数据,运用VEC-BEKK-GARCH(1,1)和溢出指数模型,考察国内畜产品价格之间的溢出效应。研究表明:猪肉与牛肉、牛肉与羊肉均存在显著(P<0.05)的双向价格均值溢出效应,而猪肉与羊肉间仅存在前者对后者的单向价格均值溢出效应。畜产品价格序列之间的波动溢出效应明显,对总预测误差方差的贡献为38%,且溢出效应在持续6个月后基本平复。短期内猪肉对牛肉、羊肉价格波动的溢出效应较弱,分别为6.8%、0.94%,长期内溢出效应增强,对牛肉和羊肉价格波动的总溢出效应达到39.9%。猪肉价格会受到其他价格序列波动的溢出影响,达19.1%。牛肉和羊肉价格之间的双向波动溢出效应较为明显,相互影响均在27.5%左右。畜产品价格之间的溢出效应也对畜产品价格调控形成了挑战,应充分考虑畜产品价格之间的溢出方向和溢出程度,完善畜产品价格调控机制。

关键词: 畜产品价格, 溢出效应, BEKK-GARCH(1,1)模型, 溢出指数

Abstract: With monthly price data of three animal products pork, beef and mutton from January 2001 to March 2019, the spillover effect within animal products price was studied by using VEC-BEKK-GARCH(1,1) model and spillover index. It was shown that there was a significant (P<0.05) two-way mean spillover effect between the market of pork and beef, as well as the market of beef and mutton, while there was only one-way mean spillover effect from the pork market to the mutton market. The volatility spillover effect within the price of livestock products was obvious, which contributed 38% to the total forecast error variance, and the spillover effect lasted six months. In the short term, the spillover effect of pork price shocks on beef and mutton price shocks was relatively weak, only 6.8% and 0.94% respectively. In the long term, the spillover effect was enhanced, and the total spillover effect on beef and mutton price shocks reached 39.9%. At the same time, the shock of pork prices was also affected by other price, up to 19.1%. The two-way volatility spillover effect between beef and mutton prices was obvious, about 27.5%. The spillover effect between the price of livestock products posed a challenge to the regulation of livestock products prices. Therefore, the spillover direction and extent between livestock products prices should be fully considered to improve the early warning mechanism of livestock products prices.

Key words: livestock products price, spillover effect, BEKK-GARCH(1,1) model, spillover index

中图分类号:

S-9
F323.7

刘姣姣, 张钢仁, 高群. 基于VEC-BEKK-GARCH和溢出指数模型的畜产品价格联动效应研究[J]. 浙江农业学报, 2020, 32(9): 1711-1721.

LIU Jiaojiao, ZHANG Gangren, GAO Qun. Study on price relevance of livestock products based on VEC-BEKK-GARCH and spillover index model[J]. , 2020, 32(9): 1711-1721.

参考文献

[1] 刘刚, 罗千峰, 张利庠. 畜牧业改革开放40周年: 成就、挑战与对策[J]. 中国农村经济, 2018(12): 19-36.
LIU G, LUO Q F, ZHANG L X.The development of animal husbandry since 40 years of reform and opening-up: achievements, challenges and countermeasures[J]. Chinese Rural Economy, 2018(12): 19-36.(in Chinese with English abstract)
[2] ABDULAI A.Using threshold cointegration to estimate asymmetric price transmission in the Swiss pork market[J]. Applied Economics, 2002, 34(6): 679-687.
[3] 杨朝英, 徐学英. 中国生猪与猪肉价格的非对称传递研究[J]. 农业技术经济, 2011(9): 58-64.
YANG C Y, XU X Y.Asymmetric transmission between pig and pork prices in China[J]. Journal of Agrotechnical Economic, 2011(9): 58-64. (in Chinese)
[4] 董晓霞. 中国生猪价格与猪肉价格非对称传导效应及其原因分析:基于近20年的时间序列数据[J]. 中国农村观察, 2015(4): 26-38, 96.
DONG X X.Asymmetric price transmission effect and causes analysis on the pork market in China: hog price and pork price: based on the time-series data in recent 20 years[J]. China Rural Survey, 2015(4): 26-38, 96.(in Chinese with English abstract)
[5] 王晶晶, 钱小平, 陈永福. 我国生猪产业链价格传递的非对称性研究: 基于门限误差修正模型的实证分析[J]. 农业技术经济, 2014(2): 85-95.
WANG J J, QIAN X P, CHEN Y F.Asymmetric price transmission in China's pig industry chain: based on threshold error correction mode[J]. Journal of Agrotechnical Economics, 2014(2): 85-95.(in Chinese)
[6] 周金城, 陈乐一. 基于门限模型的我国猪肉产业链非对称价格传导研究[J]. 经济问题探索, 2014(1): 127-134.
ZHOU J C, CHEN L Y.Research on asymmetric price transmission of pork industry chain in china: based on threshold mode[J]. Inquiry into Economic Issues, 2014(1): 127-134.(in Chineset)
[7] 于爱芝, 郑少华. 我国猪肉产业链价格的非对称传递研究[J]. 农业技术经济, 2013(9): 35-41.
YU A Z, ZHENG S H.Study on asymmetric price transmission of pork industry chain in China[J]. Journal of Agrotechnical Economics, 2013(9): 35-41.(in Chinese)
[8] 贾伟, 杨艳涛, 秦富. 中国猪肉产业链价格传导机制分析: 基于省份数据的比较[J]. 统计与信息论坛, 2013, 28(3): 49-55.
JIA W, YANG Y T, QIN F.The study on China's pork industry chain price transmission mechanism: based on Province comparison[J]. Statistics & Information Forum, 2013, 28(3): 49-55.(in Chinese with English abstract)
[9] 张喜才, 张利庠, 卞秋实. 外部冲击对生猪产业链价格波动的影响及调控机制研究[J]. 农业技术经济, 2012(7): 22-31.
ZHANG X C, ZHANG L X, BIAN Q S.Study on the effect of external shocks on price fluctuation of pig industry chain and its regulation mechanism[J]. Journal of Agrotechnical Economics, 2012(7): 22-31.(in Chinese)
[10] 何忠伟, 王琛, 刘芳. 我国生猪产业产销间价格传导机制研究: 基于VAR模型的实证分析[J]. 农业技术经济, 2012(8): 38-45.
HE Z W, WANG C, LIU F.Research on price transmission mechanism between production and marketing of pig industry in China: empirical analysis based on VAR model[J]. Journal of Agrotechnical Economics, 2012(8): 38-45.(in Chinese)
[11] 董晓霞, 许世卫, 李哲敏, 等. 中国肉鸡养殖业的价格传导机制研究: 基于FDL模型的实证分析[J]. 农业技术经济, 2011(3): 21-30.
DONG X X, XU S W, LI Z M, et al.Study on the price transmission mechanism of broiler farming industry in China: an empirical analysis based on FDL model[J]. Journal of Agrotechnical Economics, 2011(3): 21-30.(in Chinese)
[12] 吴志强. 我国畜产品价格的相互影响研究[J]. 中国物价, 2014(9): 41-44.
WU Z Q.Study on the interaction of livestock product prices in China[J]. China Price, 2014(9): 41-44.(in Chinese)
[13] 王明利, 石自忠. 我国牛肉价格的趋势周期分解与冲击效应测定[J]. 农业技术经济, 2013(11): 15-23.
WANG M L, SHI Z Z.Trend cycle decomposition and impact effect measurement of beef price in China[J]. Journal of Agrotechnical Economics, 2013(11): 15-23.(in Chinese)
[14] 石自忠, 王明利. 我国牛羊肉价格波动非线性关系研究[J]. 华中农业大学学报(社会科学版), 2015(6): 19-28.
SHI Z Z, WANG M L.Nonlinear relationship between beef and mutton price in China[J]. Journal of Huazhong Agricultural University (Social Sciences Edition), 2015(6): 19-28.(in Chinese with English abstract)
[15] 毛学峰, 杜锐, 王济民. 中国四大肉类产品之间是否存在价格联系[J]. 农业技术经济, 2018(10): 97-108.
MAO X F, DU R, WANG J M.Are there any price links among four major meat products in China?[J]. Journal of Agrotechnical Economics, 2018(10): 97-108.(in Chinese with English abstract)
[16] 李秋萍, 李长健, 肖小勇. 产业链视角下农产品价格溢出效应研究: 基于三元VAR-BEKK-GARCH(1, 1)模型[J]. 财贸经济, 2014(10): 125-136.
LI Q P, LI C J, XIAO X Y.Spillover effect of agricultural product price in the perspective of agricultural chain: based on VAR-BEKK-GARCH(1, 1) model[J]. Finance & Trade Economics, 2014(10): 125-136.(in Chinese with English abstract)
[17] 肖小勇, 李崇光, 李剑. 国际粮食价格对中国粮食价格的溢出效应分析[J]. 中国农村经济, 2014(2): 42-55.
XIAO X Y, LI C G, LI J.Analysis of spillover effect of international grain price on China's grain price[J]. Chinese Rural Economy, 2014(2): 42-55.(in Chinese)
[18] ENGLE R F, KRONER K F.Multivariate simultaneous generalized ARCH[J]. Econometric Theory, 1995, 11(1): 122-150.
[19] DIEBOLD F X, YILMAZ K.Measuring financial asset return and volatility spillovers, with application to global equity markets[J]. The Economic Journal, 2009, 119(534): 158-171.
[20] DIEBOLD F X, YILMAZ K.Better to give than to receive: Predictive directional measurement of volatility spillovers[J]. International Journal of Forecasting, 2012, 28(1): 57-66.
[21] 石自忠, 王明利, 胡向东. 经济政策不确定性与中国畜产品价格波动[J]. 中国农村经济, 2016(8): 42-55.
SHI Z Z, WANG M L, HU X D.Uncertainty of economic policy and price fluctuation of livestock products in China[J]. Chinese Rural Economy, 2016(8): 42-55.(in Chinese)

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基于VEC-BEKK-GARCH和溢出指数模型的畜产品价格联动效应研究

Study on price relevance of livestock products based on VEC-BEKK-GARCH and spillover index model

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