A piecewise linear model for trade sign inference
AbstractWe use transaction level data for twelve stocks with large market capitalization on the Australian Stock Exchange to develop an empirical model for trade sign (trade initiator) inference. The new model is a piecewise linear parameterization of the model proposed recently in Ref. . The space of the predictor variables is partitioned into six regions. Signs of individual trades within the regions are inferred according to simple and interpretable rules. Across the 12 stocks the new model achieves an average out-of-sample classification accuracy of 74.38% (SD=4.25%), which is 2.98% above the corresponding accuracy reported in Ref. . Two of the model's regions, together accounting for 16.79% of the total number of daily trades, have each an average classification accuracy exceeding 91.50%. The results indicate a strong dependence between the predictor variables and the trade sign, and provide evidence for an endogenous component in the order flow. An interpretation of the trade sign classification accuracy within the model's regions offers new insights into a relationship between two regularities observed in the markets with a limit order book, competition for order execution and transaction cost minimization.
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Bibliographic InfoPaper provided by EconWPA in its series Finance with number 0412012.
Length: 17 pages
Date of creation: 06 Dec 2004
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Order submission; Trade classification; Piecewise linear; Competition for order execution; Transaction cost minimization;
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- G - Financial Economics
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- Hedvall, Kaj & Niemeyer, Jonas & Rosenqvist, Gunnar, 1997.
"Do Buyers and Sellers Behave Similarly in a Limit Order Book? A High-Frequency Data Examination of the Finnish Stock Exchange,"
Working Paper Series in Economics and Finance
160, Stockholm School of Economics.
- Hedvall, Kaj & Niemeyer, Jonas & Rosenqvist, Gunnar, 1997. "Do buyers and sellers behave similarly in a limit order book? A high-frequency data examination of the Finnish stock exchange," Journal of Empirical Finance, Elsevier, vol. 4(2-3), pages 279-293, June.
- Potters, Marc & Bouchaud, Jean-Philippe, 2003. "More statistical properties of order books and price impact," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 324(1), pages 133-140.
- Adam Blazejewski & Richard Coggins, 2004. "A local non-parametric model for trade sign inference," Finance 0408009, EconWPA.
- J. Doyne Farmer & Laszlo Gillemot & Fabrizio Lillo & Szabolcs Mike & Anindya Sen, 2003.
"What really causes large price changes?,"
cond-mat/0312703, arXiv.org, revised Apr 2004.
- Jean-Philippe Bouchaud & Yuval Gefen & Marc Potters & Matthieu Wyart, 2003.
"Fluctuations and response in financial markets: the subtle nature of `random' price changes,"
cond-mat/0307332, arXiv.org, revised Aug 2003.
- Jean-Philippe Bouchaud & Yuval Gefen & Marc Potters & Matthieu Wyart, 2003. "Fluctuations and response in financial markets: the subtle nature of `random' price changes," Science & Finance (CFM) working paper archive 0307332, Science & Finance, Capital Fund Management.
- Fabrizio Lillo & J. Doyne Farmer, 2003.
"The long memory of the efficient market,"
cond-mat/0311053, arXiv.org, revised Jul 2004.
- Aitken, Michael & Frino, Alex, 1996. "The accuracy of the tick test: Evidence from the Australian stock exchange," Journal of Banking & Finance, Elsevier, vol. 20(10), pages 1715-1729, December.
- Hans Degryse & Frank Jong & Maarten Ravenswaaij & Gunther Wuyts, 2005.
"Aggressive Orders and the Resiliency of a Limit Order Market,"
Review of Finance,
Springer, vol. 9(2), pages 201-242, 06.
- Degryse, H.A. & Jong, F.C.J.M. de & Ravenswaaij, M. van & Wuyts, G., 2002. "Aggressive Orders and the Resiliency of a Limit Order Market," Discussion Paper 2002-80, Tilburg University, Center for Economic Research.
- Ellis, Katrina & Michaely, Roni & O'Hara, Maureen, 2000. "The Accuracy of Trade Classification Rules: Evidence from Nasdaq," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 35(04), pages 529-551, December.
- Ranaldo, Angelo, 2004. "Order aggressiveness in limit order book markets," Journal of Financial Markets, Elsevier, vol. 7(1), pages 53-74, January.
- Michael Aitken & Amaryllis Kua & Philip Brown & Terry Watter & H. Y. Izan, 1995. "An Intraday Analysis of the Probability of Trading on the ASX at the Asking Price," Australian Journal of Management, Australian School of Business, vol. 20(2), pages 115-154, December.
- Jean-Philippe Bouchaud & Yuval Gefen & Marc Potters & Matthieu Wyart, 2004. "Fluctuations and response in financial markets: the subtle nature of 'random' price changes," Quantitative Finance, Taylor & Francis Journals, vol. 4(2), pages 176-190.
- Hamao, Yasushi & Hasbrouck, Joel, 1995.
"Securities Trading in the Absence of Dealers: Trades and Quotes on the Tokyo Stock Exchange,"
Review of Financial Studies,
Society for Financial Studies, vol. 8(3), pages 849-78.
- Hamao, Y. & Hasbrouck, J., 1992. "Securities Trading in the Absence of Dealers: Trade and Quotes on the Tokyo Stock Exchange," Papers 92-35, Columbia - Graduate School of Business.
- Lee, Charles M C & Ready, Mark J, 1991. " Inferring Trade Direction from Intraday Data," Journal of Finance, American Finance Association, vol. 46(2), pages 733-46, June.
- Griffiths, Mark D. & Smith, Brian F. & Turnbull, D. Alasdair S. & White, Robert W., 2000. "The costs and determinants of order aggressiveness," Journal of Financial Economics, Elsevier, vol. 56(1), pages 65-88, April.
- Aitken, Michael J. & Berkman, Henk & Mak, Derek, 2001. "The use of undisclosed limit orders on the Australian Stock Exchange," Journal of Banking & Finance, Elsevier, vol. 25(8), pages 1589-1603, August.
- Biais, Bruno & Hillion, Pierre & Spatt, Chester, 1995. " An Empirical Analysis of the Limit Order Book and the Order Flow in the Paris Bourse," Journal of Finance, American Finance Association, vol. 50(5), pages 1655-89, December.
- Marc Potters & Jean-Philippe Bouchaud, 2002. "More statistical properties of order books and price impact," Science & Finance (CFM) working paper archive 0210710, Science & Finance, Capital Fund Management.
- Verhoeven, Peter & Ching, Simon & Guan Ng, Hock, 2004. "Determinants of the decision to submit market or limit orders on the ASX," Pacific-Basin Finance Journal, Elsevier, vol. 12(1), pages 1-18, January.
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