Estimating liquidity using information on the multivariate trading process
AbstractIn this paper we model the dynamic multivariate density of discrete bid and ask quote changes and their associated depths. We account for the contempo- raneous relationship between these trading marks by exploiting the concept of copula functions. Thereby we show how to model truncations of the mul- tivariate density in an easy way. A Metropolized-Independence Sampler is applied to draw from the dynamic multivariate density. The samples drawn serve to construct the dynamic density function of the quote slope liquidity measure, which enables us to quantify time varying liquidity risk. We analyze the influence of the decimalization at the NYSE on liquidity.
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Bibliographic InfoPaper provided by Department of Applied Econometrics, Warsaw School of Economics in its series Working Papers with number 10.
Length: 74 pages
Date of creation: 22 May 2006
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Liquidity; Copula Functions; Trading Process; Decimalization; Metropolized-Independence Sampler;
Other versions of this item:
- Katarzyna Bien & Ingmar Nolte & Winfried Pohlmeier, 2006. "Estimating Liquidity Using Information on the Multivariate Trading Process," CoFE Discussion Paper 06-04, Center of Finance and Econometrics, University of Konstanz.
- G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
- F30 - International Economics - - International Finance - - - General
- C30 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - General
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Sugato Chakravarty & Robert A. Wood & Robert A. Van Ness, 2004. "Decimals And Liquidity: A Study Of The Nyse," Journal of Financial Research, Southern Finance Association & Southwestern Finance Association, vol. 27(1), pages 75-94.
- Robert F. Engle & Jeffrey R. Russell, 1998. "Autoregressive Conditional Duration: A New Model for Irregularly Spaced Transaction Data," Econometrica, Econometric Society, vol. 66(5), pages 1127-1162, September.
- Lubos Pastor & Robert F. Stambaugh, 2001.
"Liquidity Risk and Expected Stock Returns,"
NBER Working Papers
8462, National Bureau of Economic Research, Inc.
- Pástor, Luboš & Stambaugh, Robert F, 2002. "Liquidity Risk and Expected Stock Returns," CEPR Discussion Papers 3494, C.E.P.R. Discussion Papers.
- Luboš Pástor & Robert F. Stambaugh, . "Liquidity Risk and Expected Stock Returns," CRSP working papers 531, Center for Research in Security Prices, Graduate School of Business, University of Chicago.
- Kyle, Albert S, 1985. "Continuous Auctions and Insider Trading," Econometrica, Econometric Society, vol. 53(6), pages 1315-35, November.
- Engle, Robert F. & Lange, Joe, 2001. "Predicting VNET: A model of the dynamics of market depth," Journal of Financial Markets, Elsevier, vol. 4(2), pages 113-142, April.
- Neil Shephard & Tina Hviid Rydberg, 2002.
"Dynamics of trade-by-trade price movements: decomposition and models,"
Economics Series Working Papers
2002-FE-04, University of Oxford, Department of Economics.
- Tina Hviid Rydberg & Neil Shephard, 2003. "Dynamics of Trade-by-Trade Price Movements: Decomposition and Models," Journal of Financial Econometrics, Society for Financial Econometrics, vol. 1(1), pages 2-25.
- Tina Hviid Rydberg & Neil Shephard, 2002. "Dynamics of trade-by-trade price movements: decomposition and models," OFRC Working Papers Series 2002fe04, Oxford Financial Research Centre.
- Tina Hviid Rydberg & Neil Shephard, 2002. "Dynamics of trade-by-trade price movements: decomposition and models," Economics Papers 2002-W1, Economics Group, Nuffield College, University of Oxford.
- Acharya, Viral V & Pedersen, Lasse Heje, 2003.
"Asset Pricing with Liquidity Risk,"
CEPR Discussion Papers
3749, C.E.P.R. Discussion Papers.
- Sanford J. Grossman & Merton H. Miller, 1989.
"Liquidity and Market Structure,"
NBER Working Papers
2641, National Bureau of Economic Research, Inc.
- Fernando, Chitru S., 2003. "Commonality in liquidity: transmission of liquidity shocks across investors and securities," Journal of Financial Intermediation, Elsevier, vol. 12(3), pages 233-254, July.
- Michael A. Goldstein & Kenneth A. Kavajecz, .
"Eighths, Sixteenths and Market Depth: Changes in Tick Size and Liquidity Provision on the NYSE,"
Rodney L. White Center for Financial Research Working Papers
14-98, Wharton School Rodney L. White Center for Financial Research.
- Goldstein, Michael A. & A. Kavajecz, Kenneth, 2000. "Eighths, sixteenths, and market depth: changes in tick size and liquidity provision on the NYSE," Journal of Financial Economics, Elsevier, vol. 56(1), pages 125-149, April.
- Roman Liesenfeld & Ingmar Nolte & Winfried Pohlmeier, 2006. "Modelling financial transaction price movements: a dynamic integer count data model," Empirical Economics, Springer, vol. 30(4), pages 795-825, January.
- Michaely, Roni & Vila, Jean-Luc & Wang, Jiang, 1996. "A Model of Trading Volume with Tax-Induced Heterogeneous Valuation and Transaction Costs," Journal of Financial Intermediation, Elsevier, vol. 5(4), pages 340-371, October.
- Hausman, J.A. & Lo, A.W. & MacKinlay, A.C., 1991.
"An Ordered Probit Analysis of Transaction Stock Prices,"
Weiss Center Working Papers
26-91, Wharton School - Weiss Center for International Financial Research.
- Hausman, Jerry A. & Lo, Andrew W. & MacKinlay, A. Craig, 1992. "An ordered probit analysis of transaction stock prices," Journal of Financial Economics, Elsevier, vol. 31(3), pages 319-379, June.
- Hausman, Jerry A. & Lo, Andrew W. & MacKinlay, Archie Craig, 1955-, 1990. "An ordered probit analysis of transaction stock prices," Working papers 3234-90., Massachusetts Institute of Technology (MIT), Sloan School of Management.
- Jerry A. Hausman & Andrew W. Lo & A. Craig MacKinlay, 1991. "An Ordered Probit Analysis of Transaction Stock Prices," NBER Working Papers 3888, National Bureau of Economic Research, Inc.
- Jon Danielsson & Richard Payne, 1999.
"Real Trading Patterns and Prices in Spot Foreign Exchange Markets,"
FMG Discussion Papers
dp320, Financial Markets Group.
- Danielsson, J. & Payne, R., 2002. "Real trading patterns and prices in spot foreign exchange markets," Journal of International Money and Finance, Elsevier, vol. 21(2), pages 203-222, April.
- Denuit, Michel & Lambert, Philippe, 2005. "Constraints on concordance measures in bivariate discrete data," Journal of Multivariate Analysis, Elsevier, vol. 93(1), pages 40-57, March.
- A. Colin Cameron & Tong Li & Pravin K. Trivedi & David M. Zimmer, 2004.
"Modelling the differences in counted outcomes using bivariate copula models with application to mismeasured counts,"
Royal Economic Society, vol. 7(2), pages 566-584, December.
- A. Colin Cameron & Tong Li & Pravin K. Trivedi & David M. Zimmer, 2004. "Modeling the Differences in Counted Outcomes using Bivariate Copula Models: with Application to Mismeasured Counts," Working Papers 43, University of California, Davis, Department of Economics.
- Michaely, Roni & Vila, Jean-Luc, 1996. "Trading Volume with Private Valuation: Evidence from the Ex-dividend Day," Review of Financial Studies, Society for Financial Studies, vol. 9(2), pages 471-509.
- Harris, Lawrence E, 1994. "Minimum Price Variations, Discrete Bid-Ask Spreads, and Quotation Sizes," Review of Financial Studies, Society for Financial Studies, vol. 7(1), pages 149-78.
- Hasbrouck, Joel & Seppi, Duane J., 2001. "Common factors in prices, order flows, and liquidity," Journal of Financial Economics, Elsevier, vol. 59(3), pages 383-411, March.
- Bertsimas, Dimitris & Lo, Andrew W., 1998. "Optimal control of execution costs," Journal of Financial Markets, Elsevier, vol. 1(1), pages 1-50, April.
- E.K. Berndt & B.H. Hall & R.E. Hall, 1974. "Estimation and Inference in Nonlinear Structural Models," NBER Chapters, in: Annals of Economic and Social Measurement, Volume 3, number 4, pages 103-116 National Bureau of Economic Research, Inc.
- Karpoff, Jonathan M, 1986. " A Theory of Trading Volume," Journal of Finance, American Finance Association, vol. 41(5), pages 1069-87, December.
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