A survey of sampling-based Bayesian analysis of financial data
The capability of implementing a complete Bayesian analysis of experimental data has emerged over recent years due to computational advances developed within the statistical community. The objective of this paper is to provide a practical exposition of these methods in the illustrative context of a financial event study. The customary assumption of Gaussian errors underlying development of the model is later supplemented by considering Student-t errors, thus permitting a Bayesian sensitivity analysis. The supplied data analysis illustrates the advantages of the sampling-based Bayesian approach in allowing investigation of quantities beyond the scope of classical methods.
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Volume (Year): 9 (2002)
Issue (Month): 4 ()
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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.:
- Jacquier, Eric & Polson, Nicholas G & Rossi, Peter E, 1994.
"Bayesian Analysis of Stochastic Volatility Models,"
Journal of Business & Economic Statistics,
American Statistical Association, vol. 12(4), pages 371-389, October.
- Tom Doan, "undated". "RATS programs to replicate Jacquier, Polson, Rossi (1994) stochastic volatility," Statistical Software Components RTZ00105, Boston College Department of Economics.
- Giaccotto, Carmelo & Sfiridis, James M., 1996. "Hypothesis testing in event studies: The case of variance changes," Journal of Economics and Business, Elsevier, vol. 48(4), pages 349-370, October.
- Black, Fischer & Scholes, Myron S, 1973. "The Pricing of Options and Corporate Liabilities," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 637-654, May-June.
- Ikenberry, David & Lakonishok, Josef & Vermaelen, Theo, 1995.
"Market underreaction to open market share repurchases,"
Journal of Financial Economics,
Elsevier, vol. 39(2-3), pages 181-208.
- David Ikenberry & Josef Lakonishok & Theo Vermaelen, 1994. "Market Underreaction to Open Market Share Repurchases," NBER Working Papers 4965, National Bureau of Economic Research, Inc.
- Brown, Stephen J. & Warner, Jerold B., 1985. "Using daily stock returns : The case of event studies," Journal of Financial Economics, Elsevier, vol. 14(1), pages 3-31, March.
- Fama, Eugene F, et al, 1969. "The Adjustment of Stock Prices to New Information," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 10(1), pages 1-21, February.
- Corrado, Charles J., 1989. "A nonparametric test for abnormal security-price performance in event studies," Journal of Financial Economics, Elsevier, vol. 23(2), pages 385-395, August.
- Aggarwal, Raj & Aggarwal, Reena, 1993.
"Security Return Distributions and Market Structure: Evidence from the NYSE/AMEX and the NASDAQ Markets,"
Journal of Financial Research,
Southern Finance Association;Southwestern Finance Association, vol. 16(3), pages 209-220, Fall.
- Raj Aggarwal & Reena Aggarwal, 1993. "Security Return Distributions And Market Structure: Evidence From The Nyse/Amex And The Nasdaq Markets," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 16(3), pages 209-220, 09.
- Salinger, Michael, 1992. "Value Event Studies," The Review of Economics and Statistics, MIT Press, vol. 74(4), pages 671-677, November.
- Corrado, Charles J. & Zivney, Terry L., 1992. "The Specification and Power of the Sign Test in Event Study Hypothesis Tests Using Daily Stock Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 27(03), pages 465-478, September.
- Boehmer, Ekkehart & Masumeci, Jim & Poulsen, Annette B., 1991. "Event-study methodology under conditions of event-induced variance," Journal of Financial Economics, Elsevier, vol. 30(2), pages 253-272, December.
- Fernandez, Carmen & Osiewalski, Jacek & Steel, Mark F. J., 1997. "On the use of panel data in stochastic frontier models with improper priors," Journal of Econometrics, Elsevier, vol. 79(1), pages 169-193, July.
- Brown, Stephen J. & Warner, Jerold B., 1980. "Measuring security price performance," Journal of Financial Economics, Elsevier, vol. 8(3), pages 205-258, September.
- Dodd, Peter & Warner, Jerold B., 1983. "On corporate governance : A study of proxy contests," Journal of Financial Economics, Elsevier, vol. 11(1-4), pages 401-438, April.
- Harvey, Campbell R. & Zhou, Guofu, 1993.
"International asset pricing with alternative distributional specifications,"
Journal of Empirical Finance,
Elsevier, vol. 1(1), pages 107-131, June.
- Campbell R. Harvey & Guofu Zhou, 1993. "International asset pricing with alternative distributional specifications," CEMA Working Papers 277, China Economics and Management Academy, Central University of Finance and Economics.
- Barber, Brad M. & Lyon, John D., 1997. "Detecting long-run abnormal stock returns: The empirical power and specification of test statistics," Journal of Financial Economics, Elsevier, vol. 43(3), pages 341-372, March.
- Conrad, Jennifer, 1989. " The Price Effect of Option Introduction," Journal of Finance, American Finance Association, vol. 44(2), pages 487-498, June.
- Loughran, Tim & Ritter, Jay R, 1995. " The New Issues Puzzle," Journal of Finance, American Finance Association, vol. 50(1), pages 23-51, March.
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