An Econometric Analysis Of Some Models For Constructed Binary Time Series
AbstractMacroeconometric and fi?nancial researchers often use secondary or constructed binary random variables that differ in terms of their sta- tistical properties from the primary random variables used in micro- econometric studies. One important difference between primary and secondary binary variables is that, while the former are, in many in- stances, independently distributed (i.d.), the latter are rarely i.d. We show how popular rules for constructing the binary states interact with the stochastic processes for of the variables they are constructed from, so that the binary states need to be treated as Markov processes. Consequently, one needs to recognize this when performing analyses with the binary variables, and it is not valid to adopt a model like sta- tic Probit which fails to recognize such dependence. Moreover, these binary variables are often censored, in that they are constructed in such a way as to result in sequences of them possessing the same sign. Such censoring imposes restrictions upon the DGP of the binary states and it creates difficulties if one tries to utilize a dynamic Probit model with them. Given this we describe methods for modeling with these explicitly deals with any censoring constraints. An application is provided that investigates the relation between the business cycle and the yield spread.
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Bibliographic InfoPaper provided by Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University in its series CAMA Working Papers with number 2009-08.
Length: 31 pages
Date of creation: Jan 2009
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Other versions of this item:
- Harding, Don & Pagan, Adrian, 2011. "An Econometric Analysis of Some Models for Constructed Binary Time Series," Journal of Business & Economic Statistics, American Statistical Association, vol. 29(1), pages 86-95.
- Don Harding & Adrian Pagan, 2009. "An Econometric Analysis of Some Models for Constructed Binary Time Series," NCER Working Paper Series 39, National Centre for Econometric Research, revised 02 Jul 2009.
- C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models &bull Diffusion Processes
- C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
- E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
- E37 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Forecasting and Simulation: Models and Applications
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.:
- Pagan,Adrian & Ullah,Aman, 1999.
Cambridge University Press, number 9780521355643, October.
- Candelon, Bertrand & Piplack, Jan & Straetmans, Stefan, 2008. "On measuring synchronization of bulls and bears: The case of East Asia," Journal of Banking & Finance, Elsevier, vol. 32(6), pages 1022-1035, June.
- Stijn Claessens & M. Ayhan Kose & Marco E. Terrones, 2009.
"What happens during recessions, crunches and busts?,"
CEPR & CES & MSH, vol. 24, pages 653-700, October.
- Marco Terrones & M. Ayhan Kose & Stijn Claessens, 2008. "What Happens During Recessions, Crunches, and Busts?," IMF Working Papers 08/274, International Monetary Fund.
- Claessens, Stijn & Kose, Ayhan & Terrones, Marco E., 2008. "What Happens During Recessions, Crunches and Busts?," CEPR Discussion Papers 7085, C.E.P.R. Discussion Papers.
- Kee-Hong Bae & G. Andrew Karolyi & René M. Stulz, 2003.
"A New Approach to Measuring Financial Contagion,"
Review of Financial Studies,
Society for Financial Studies, vol. 16(3), pages 717-763, July.
- Cashin, Paul & McDermott, C. John & Scott, Alasdair, 2002.
"Booms and slumps in world commodity prices,"
Journal of Development Economics,
Elsevier, vol. 69(1), pages 277-296, October.
- Paul Cashin & C John McDermott & Alasdair Scott, 1999. "Booms and slumps in world commodity prices," Reserve Bank of New Zealand Discussion Paper Series G99/8, Reserve Bank of New Zealand.
- C. John McDermott & Paul Cashin & Alasdair Scott, 1999. "Booms and Slumps in World Commodity Prices," IMF Working Papers 99/155, International Monetary Fund.
- Michael Dueker, 1997. "Strengthening the case for the yield curve as a predictor of U.S. recessions," Review, Federal Reserve Bank of St. Louis, issue Mar, pages 41-51.
- Ibbotson, Roger G & Jaffe, Jeffrey F, 1975. ""Hot Issue" Markets," Journal of Finance, American Finance Association, vol. 30(4), pages 1027-42, September.
- Adrian R. Pagan & Kirill A. Sossounov, 2003. "A simple framework for analysing bull and bear markets," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 18(1), pages 23-46.
- Michael D. Bordo & David C. Wheelock, 2006. "When do stock market booms occur? the macroeconomic and policy environments of 20th century booms," Working Papers 2006-051, Federal Reserve Bank of St. Louis.
- Lunde, Asger & Timmermann, Allan G, 2003.
"Duration Dependence in Stock Prices: An Analysis of Bull and Bear Markets,"
CEPR Discussion Papers
4104, C.E.P.R. Discussion Papers.
- Lunde A. & Timmermann A., 2004. "Duration Dependence in Stock Prices: An Analysis of Bull and Bear Markets," Journal of Business & Economic Statistics, American Statistical Association, vol. 22, pages 253-273, July.
- Asger Lunde & Allan Timmermann, 2000. "Duration Dependence in Stock Prices: An Analysis of Bull and Bear Markets," Econometric Society World Congress 2000 Contributed Papers 1216, Econometric Society.
- Cashin, Paul & McDermott, C John, 2002.
"'Riding on the Sheep's Back': Examining Australia's Dependence on Wool Exports,"
The Economic Record,
The Economic Society of Australia, vol. 78(242), pages 249-63, September.
- Cashin, P. & McDermott, C. J., 1997. "'Riding on the Sheep's Back': Examining Australia's Dependence on Wool Exports," Department of Economics - Working Papers Series 585, The University of Melbourne.
- Reinhart, Carmen & Kaminsky, Graciela, 1999.
"The twin crises: The causes of banking and balance of payments problems,"
14081, University Library of Munich, Germany.
- Carmen M. Reinhart & Graciela L. Kaminsky, 1999. "The Twin Crises: The Causes of Banking and Balance-of-Payments Problems," American Economic Review, American Economic Association, vol. 89(3), pages 473-500, June.
- Graciela L. Kaminsky & Carmen M. Reinhart, 1996. "The twin crises: the causes of banking and balance-of-payments problems," International Finance Discussion Papers 544, Board of Governors of the Federal Reserve System (U.S.).
- Arturo Estrella & Frederic S. Mishkin, 1996.
"Predicting U.S. recessions: financial variables as leading indicators,"
9609, Federal Reserve Bank of New York.
- Arturo Estrella & Frederic S. Mishkin, 1998. "Predicting U.S. Recessions: Financial Variables As Leading Indicators," The Review of Economics and Statistics, MIT Press, vol. 80(1), pages 45-61, February.
- Arturo Estrella & Frederic S. Mishkin, 1995. "Predicting U.S. Recessions: Financial Variables as Leading Indicators," NBER Working Papers 5379, National Bureau of Economic Research, Inc.
- Tiemen Woutersen & Robert M. de Jong, 2004.
"Dynamic time series binary choice,"
Econometric Society 2004 North American Summer Meetings
365, Econometric Society.
- Abdul Abiad, 2003. "Early Warning Systems," IMF Working Papers 03/32, International Monetary Fund.
- Neftci, Salih N, 1984. "Are Economic Time Series Asymmetric over the Business Cycle?," Journal of Political Economy, University of Chicago Press, vol. 92(2), pages 307-28, April.
- Gerhard Bry & Charlotte Boschan, 1971. "Cyclical Analysis of Time Series: Selected Procedures and Computer Programs," NBER Books, National Bureau of Economic Research, Inc, number bry_71-1.
- Maheu, John M & McCurdy, Thomas H, 2000. "Identifying Bull and Bear Markets in Stock Returns," Journal of Business & Economic Statistics, American Statistical Association, vol. 18(1), pages 100-112, January.
- Daniel M. Chin & John F. Geweke & Preston J. Miller, 2000. "Predicting turning points," Staff Report 267, Federal Reserve Bank of Minneapolis.
- Gerhard Bry & Charlotte Boschan, 1971. "Foreword to "Cyclical Analysis of Time Series: Selected Procedures and Computer Programs"," NBER Chapters, in: Cyclical Analysis of Time Series: Selected Procedures and Computer Programs, pages -1 National Bureau of Economic Research, Inc.
- Baur, Dirk & Schulze, Niels, 2005. "Coexceedances in financial markets--a quantile regression analysis of contagion," Emerging Markets Review, Elsevier, vol. 6(1), pages 21-43, April.
- Makram El-Shagi & Gregor von Schweinitz, 2012. "Qual VAR Revisited: Good Forecast, Bad Story," IWH Discussion Papers 12, Halle Institute for Economic Research.
- repec:ltr:wpaper:2010.05 is not listed on IDEAS
- Don Harding, 2010.
"Applying shape and phase restrictions in generalized dynamic categorical models of the business cycle,"
2010.05, School of Economics, La Trobe University.
- Don Harding, 2010. "Applying shape and phase restrictions in generalized dynamic categorical models of the business cycle," NCER Working Paper Series 58, National Centre for Econometric Research.
- Don Harding, 2010. "Applying Shape and Phase Restrictions in Generalized Dynamic Categorical Models of the Business Cycle," CAMA Working Papers 2010-25, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
- Monica Billio & Roberto Casarin & Francesco Ravazzolo & Herman K. van Dijk, 2013.
"Interactions between eurozone and US booms and busts: A Bayesian panel Markov-switching VAR model,"
2013:17, Department of Economics, University of Venice "Ca' Foscari".
- Monica Billio & Roberto Casarin & Francesco Ravazzolo & Herman K. van Dijk, 2013. "Interactions between eurozone and US booms and busts: A Bayesian panel Markov-switching VAR model," Working Paper 2013/20, Norges Bank.
- Kole, H.J.W.G. & van Dijk, D.J.C., 2013. "How to Identify and Forecast Bull and Bear Markets?," ERIM Report Series Research in Management ERS-2013-016-F&A, Erasmus Research Institute of Management (ERIM), ERIM is the joint research institute of the Rotterdam School of Management, Erasmus University and the Erasmus School of Economics (ESE) at Erasmus Uni.
- Sunoong Hwang & Yongsung Chang, 2011. "Asymmetric Phase Shifts in U.S. Industrial Production Cycles," 2011 Meeting Papers 31, Society for Economic Dynamics.
- Elena-Ivona Dumitrescu & Bertrand Candelon & Christophe Hurlin & Franz C. Palm, 2012. "Multivariate Dynamic Probit Models: An Application to Financial Crises Mutation," Working Papers halshs-00630036, HAL.
- Francis Bismans & Reynald Majetti, 2013. "Forecasting recessions using financial variables: the French case," Empirical Economics, Springer, vol. 44(2), pages 419-433, April.
- Yongsung Chang & Sunoong Hwang, 2011. "Asymmetric Phase Shifts in the U.S. Industrial Production Cycles," RCER Working Papers 564, University of Rochester - Center for Economic Research (RCER).
- Kajal Lahiri & Liu Yang, 2012. "Forecasting Binary Outcomes," Discussion Papers 12-09, University at Albany, SUNY, Department of Economics.
- Monica Billio & Roberto Casarin & Francesco Ravazzolo & Herman K. van Dijk, 2013. "Interactions between Eurozone and US Booms and Busts: A Bayesian Panel Markov-switching VAR Model," Tinbergen Institute Discussion Papers 13-142/III, Tinbergen Institute.
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