研究生: |
林雨萱 Lin, Yu-Hsuan |
---|---|
論文名稱: |
台灣期貨市場頻繁交易人對市場報酬預測能力之分析 The Ability of Frequent Traders to Predict Market Returns in Taiwan Futures Market |
指導教授: |
蔡蒔銓
Tsai, Shih-Chuan |
學位類別: |
碩士 Master |
系所名稱: |
管理研究所 Graduate Institute of Management |
論文出版年: | 2015 |
畢業學年度: | 103 |
語文別: | 中文 |
論文頁數: | 52 |
中文關鍵詞: | 頻繁交易 、市場報酬率 、委託單積極度 、委託不均衡 |
英文關鍵詞: | Frequent Trade, Market Return, Order Aggressiveness, Order Imbalance |
論文種類: | 學術論文 |
相關次數: | 點閱:152 下載:33 |
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本研究主要目的為探討期貨市場中,頻繁交易人之委託單積極度與委託不均衡對市場報酬率之影響,而兩者是否在顯著影響報酬率下有顯著差異。我們以台灣期貨市場中的臺股期貨、小型臺指期貨為研究標的,先定義出台灣期貨市場之頻繁交易人,再針對這些交易帳號,以每五分鐘為區間,計算出市場報酬率、委託單積極度及委託不均衡等,探討這些變數對報酬率的預測能力。
根據以往文獻記載,委託單積極度與委託不均衡均會對市場報酬造成影響。我們將這兩者作為本研究主要的自變數,加入落後兩期的市場報酬自迴歸變數,市場成交量、未平倉變動量與波動度為控制變數,而市場的報酬率作為應變數,利用GARCH Model來檢視它們之間的關係。結果顯示頻繁交易人的委託單積極度與委託不均衡,兩者皆會對市場報酬率造成顯著影響。
This study aims to investigate the impact of market return in the futures markets for frequent traders’ order aggressiveness and order imbalance. The TAIEX Futures (TX), the mini-TAIEX Futures (MTX) are used as our research subject, and we use two regulations to define two kinds of frequency traders. Calculate the market return, order aggressiveness and order imbalance by full market and frequency traders. After that, we can observe the anticipation of market return for these variables in futures markets.
According to references, it indicated that market return will influence by order aggressiveness and order imbalance. We use order aggressiveness and order imbalance as independent variables, market volume, market open interest and market volatility as control variables, and market return as dependent variables. We use GARCH model and examine their relationship. The result shows that both frequent traders’ order aggressiveness and order imbalance influences market returns significantly.
1. Admati, A. R., & Pfleiderer, P. (1988). A theory of intraday patterns: Volume and price variability. Review of Financial studies, 1(1), 3-40.
2. Biais, B., Hillion, P., & Spatt, C. (1995). An empirical analysis of the limit order book and the order flow in the Paris Bourse. the Journal of Finance, 50(5), 1655-1689.
3. Blume, M. E., Mackinlay, A. C., & Terker, B. (1989). Order imbalances and stock price movements on October 19 and 20, 1987. The Journal of Finance,44(4), 827-848.
4. Bollen, N. P., & Whaley, R. E. (2015). Futures market volatility: what has changed?. Journal of Futures Markets, 35(5), 426-454.
5. Brogaard, J. (2010). High frequency trading and its impact on market quality.Northwestern University Kellogg School of Management Working Paper, 66.
6. Brogaard, J., Hendershott, T., & Riordan, R. (2014). High-frequency trading and price discovery. Review of Financial Studies, 27(8), 2267-2306.
7. Carrion, A. (2013). Very fast money: High-frequency trading on the NASDAQ.Journal of Financial Markets, 16(4), 680-711.
8. Chordia, T., Roll, R., & Subrahmanyam, A. (2002). Order imbalance, liquidity, and market returns. Journal of Financial economics, 65(1), 111-130.
9. Cushing, D., & Madhavan, A. (2000). Stock returns and trading at the close.Journal of Financial Markets, 3(1), 45-67.
10. Cvitanic, J., & Kirilenko, A. A. (2010). High frequency traders and asset prices.
11. Easley, D., & O'hara, M. (1987). Price, trade size, and information in securities markets. Journal of Financial economics, 19(1), 69-90.
12. Gomber, P., Arndt, B., Lutat, M., & Uhle, T. (2011). High-frequency trading.
13. Griffiths, M. D., Smith, B. F., Turnbull, D. A. S., & White, R. W. (2000). The costs and determinants of order aggressiveness. Journal of Financial Economics, 56(1), 65-88.
14. Hagströmer, B., & Norden, L. (2013). The diversity of high-frequency traders.Journal of Financial Markets, 16(4), 741-770.
15. Kirilenko, A. A., Kyle, A. S., Samadi, M., & Tuzun, T. (2014). The flash crash: The impact of high frequency trading on an electronic market.
16. Lee, C. M. (1992). Earnings news and small traders: An intraday analysis.Journal of Accounting and Economics, 15(2), 265-302.
17. Lee, Y. T., Liu, Y. J., Roll, R., & Subrahmanyam, A. (2004). Order imbalances and market efficiency: Evidence from the Taiwan Stock Exchange. Journal of Financial and Quantitative Analysis, 39(02), 327-341.
18. Ranaldo, A. (2004). Order aggressiveness in limit order book markets. Journal of Financial Markets, 7(1), 53-74.
19. Securities and Exchange Commission. (2010). Concept release on equity market structure. Federal Register, 75(13), 3594-3614.
20. Stoll, H. R. (2000). Presidential address: friction. The Journal of Finance, 55(4), 1479-1514.
21. Tsai, S. C. (2013). Investors' information advantage and order choices in an order-driven market. Pacific-Basin Finance Journal, 21(1), 932-951.
22. 李沃牆, & 許維哲. (2011). 分量迴歸模型於台指期貨報酬率與成交量:未平倉量關係之再驗證. 輔仁管理評論, 18(2), 75-102.