基于高頻數(shù)據(jù)的期貨市場統(tǒng)計套利分析
發(fā)布時間:2018-11-21 17:42
【摘要】:統(tǒng)計套利策略是世界上發(fā)達國家對沖基金以及機構投資者所成功運用的策略之一,統(tǒng)計套利的實行可以為投資人獲得數(shù)額較大的低風險的收益。由于我國金融市場的統(tǒng)計套利研究還處于起步階段,因此統(tǒng)計套利策略的研究具有非常重要的意義。 本文選取上海期貨交易所的銅期貨合約進行研究,考慮到在相鄰2期的合約間除了合約的到期日不同以外,其它的基本相同,選取適合的統(tǒng)計套利交易研究對象。本文選取2012年9月6日到9月13日上海期貨交易所的Cul303和Cul304的收盤價進行研究,此外,為盡量挖掘具有潛在性的統(tǒng)計套利的交易的機會,本文利用這2支合約5分鐘的收盤價構成高頻數(shù)據(jù)作為本文的研究樣本。本文通過協(xié)整理論來對期貨合約間長期均衡的關系進行檢驗,之后以協(xié)整系數(shù)為統(tǒng)計的套利配對交易系數(shù)檢驗期貨的合約之間均衡關系。然后,對套利交易收益的最大化最優(yōu)觸發(fā)點進行確定。按照風險定價的策略來對止損的上邊界、下邊界進行確定,目的使風險問題得到有效的控制并且試圖將風險控制在最低,從而對統(tǒng)計套利的最優(yōu)策略進行構建。最后,按照所構建的最優(yōu)策略進一步對樣本期內的相關數(shù)據(jù)進行分析以及模擬交易,從而檢驗統(tǒng)計套利策略在我國期貨市場的可行性。
[Abstract]:Statistical arbitrage strategy is one of the successful strategies used by hedge funds and institutional investors in developed countries in the world. The study of statistical arbitrage is of great significance because the study of statistical arbitrage is still in its infancy. In this paper, the copper futures contracts of Shanghai Futures Exchange are selected to study. Considering that the contracts in the next two periods are basically the same except for the different maturity dates of the contracts, the suitable statistical arbitrage trading objects are selected. This paper studies the closing prices of Cul303 and Cul304 in Shanghai Futures Exchange from September 6 to September 13, 2012. In addition, in order to explore the potential statistical arbitrage trading opportunities as far as possible, In this paper, the 5-minute closing price of these two contracts is used as the sample of this study. In this paper, the long-term equilibrium relationship between futures contracts is tested by cointegration theory, and then the equilibrium relationship between futures contracts is tested by the arbitrage pairing transaction coefficient with cointegration coefficient as statistics. Then, the optimal trigger point of maximization of arbitrage return is determined. According to the strategy of risk pricing, the upper and lower boundaries of stop loss are determined, in order to effectively control the risk problem and try to keep the risk to the lowest, the optimal strategy of statistical arbitrage is constructed. Finally, according to the optimal strategy, we further analyze the relevant data in the sample period and simulate the transaction, so as to test the feasibility of statistical arbitrage strategy in China's futures market.
【學位授予單位】:長春工業(yè)大學
【學位級別】:碩士
【學位授予年份】:2013
【分類號】:F224;F832.51
本文編號:2347754
[Abstract]:Statistical arbitrage strategy is one of the successful strategies used by hedge funds and institutional investors in developed countries in the world. The study of statistical arbitrage is of great significance because the study of statistical arbitrage is still in its infancy. In this paper, the copper futures contracts of Shanghai Futures Exchange are selected to study. Considering that the contracts in the next two periods are basically the same except for the different maturity dates of the contracts, the suitable statistical arbitrage trading objects are selected. This paper studies the closing prices of Cul303 and Cul304 in Shanghai Futures Exchange from September 6 to September 13, 2012. In addition, in order to explore the potential statistical arbitrage trading opportunities as far as possible, In this paper, the 5-minute closing price of these two contracts is used as the sample of this study. In this paper, the long-term equilibrium relationship between futures contracts is tested by cointegration theory, and then the equilibrium relationship between futures contracts is tested by the arbitrage pairing transaction coefficient with cointegration coefficient as statistics. Then, the optimal trigger point of maximization of arbitrage return is determined. According to the strategy of risk pricing, the upper and lower boundaries of stop loss are determined, in order to effectively control the risk problem and try to keep the risk to the lowest, the optimal strategy of statistical arbitrage is constructed. Finally, according to the optimal strategy, we further analyze the relevant data in the sample period and simulate the transaction, so as to test the feasibility of statistical arbitrage strategy in China's futures market.
【學位授予單位】:長春工業(yè)大學
【學位級別】:碩士
【學位授予年份】:2013
【分類號】:F224;F832.51
【參考文獻】
相關期刊論文 前5條
1 仇中群;程希駿;;基于協(xié)整的股指期貨跨期套利策略模型[J];系統(tǒng)工程;2008年12期
2 常宗琪;;白糖統(tǒng)計套利理論模式研究及實例分析[J];經(jīng)濟師;2008年11期
3 宋逢明,譚慧;VaR模型中流動性風險的度量[J];數(shù)量經(jīng)濟技術經(jīng)濟研究;2004年06期
4 趙振全,蘇治,丁志國;我國股票市場收益率非對稱均值回歸特征的計量檢驗——基于ANST-GARCH模型的實證分析[J];數(shù)量經(jīng)濟技術經(jīng)濟研究;2005年04期
5 方昊;統(tǒng)計套利的理論模式及應用分析——基于中國封閉式基金市場的檢驗[J];統(tǒng)計與決策;2005年12期
相關碩士學位論文 前1條
1 康瑞強;基于高頻數(shù)據(jù)的期貨統(tǒng)計套利研究[D];江蘇大學;2009年
,本文編號:2347754
本文鏈接:http://www.sikaile.net/guanlilunwen/zhqtouz/2347754.html
最近更新
教材專著