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Autoregressive hidden Markov switching\\models of count data

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  • Taylor, Nicholas

    (Cardiff Business School)

Abstract

This paper introduces an alternative hidden Markov switching model. In particular, an autoregressive hidden Markov switching model of count data is formulated and applied to financial data. Through application of this new model, a theoretically-motivated representation of the dynamics of the number of orders placed per unit of time (referred to as order-flow) on the London Stock Exchange is provided. Using the economic arguments of Rock (1996), the suitability of a 2-state autoregressive hidden Markov switching model is demonstrated in this context. This model provides the best fit amongst competing discrete-valued time series models. Moreover, the parameters of this model are found to vary in a predictable manner according to whether the morning, lunch time, or afternoon trading sessions are considered.

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  • Taylor, Nicholas, 2002. "Autoregressive hidden Markov switching\\models of count data," Royal Economic Society Annual Conference 2002 174, Royal Economic Society.
  • Handle: RePEc:ecj:ac2002:174
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    1. Robert J. Barro, 2013. "Inflation and Economic Growth," Annals of Economics and Finance, Society for AEF, vol. 14(1), pages 121-144, May.
    2. Blaug,Mark, 1997. "Economic Theory in Retrospect," Cambridge Books, Cambridge University Press, number 9780521577014, December.
    3. Alwyn Young, 1998. "Growth without Scale Effects," Journal of Political Economy, University of Chicago Press, vol. 106(1), pages 41-63, February.
    4. Avner Ahituv, 2001. "Be fruitful or multiply: On the interplay between fertility and economic development," Journal of Population Economics, Springer;European Society for Population Economics, vol. 14(1), pages 51-71.
    5. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    6. Rosenzweig, Mark R, 1990. "Population Growth and Human Capital Investments: Theory and Evidence," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 38-70, October.
    7. Segerstrom, Paul S, 1998. "Endogenous Growth without Scale Effects," American Economic Review, American Economic Association, vol. 88(5), pages 1290-1310, December.
    8. Jones, Charles I, 1995. "R&D-Based Models of Economic Growth," Journal of Political Economy, University of Chicago Press, vol. 103(4), pages 759-784, August.
    9. Algers, Staffan & Bergström, Pål & Dahlberg, Matz & Lindqvist Dillén, Johanna, 1998. "Mixed Logit Estimation of the Value of Travel Time," Working Paper Series 1998:15, Uppsala University, Department of Economics.
    10. Peretto, Pietro F, 1998. "Technological Change and Population Growth," Journal of Economic Growth, Springer, vol. 3(4), pages 283-311, December.
    11. Altonji, Joseph G & Hayashi, Fumio & Kotlikoff, Laurence J, 1997. "Parental Altruism and Inter Vivos Transfers: Theory and Evidence," Journal of Political Economy, University of Chicago Press, pages 1121-1166.
    12. Laitner, John & Ohlsson, Henry, 2001. "Bequest motives: a comparison of Sweden and the United States," Journal of Public Economics, Elsevier, pages 205-236.
    13. Laitner, John & Ohlsson, Henry, 1998. "Bequest Motives: A Comparison of Sweden and the United States," Working Paper Series 1998:16, Uppsala University, Department of Economics.
    14. Steinmann, Gunter & Simon, Julian L., 1980. "Phelps' technical progress model generalized," Economics Letters, Elsevier, vol. 5(2), pages 177-182.
    15. Hall, Robert E, 1988. "Intertemporal Substitution in Consumption," Journal of Political Economy, University of Chicago Press, vol. 96(2), pages 339-357, April.
    16. Li, Chol-Won, 2000. "Endogenous vs. Semi-endogenous Growth in a Two-R&D-Sector Model," Economic Journal, Royal Economic Society, vol. 110(462), pages 109-122, March.
    17. Nancy L. Stokey, 1991. "Human Capital, Product Quality, and Growth," The Quarterly Journal of Economics, Oxford University Press, vol. 106(2), pages 587-616.
    18. Nerlove, Marc & Razin, Assaf & Sadka, Efraim, 1982. "Population size and the social welfare functions of Bentham and Mill," Economics Letters, Elsevier, vol. 10(1-2), pages 61-64.
    19. Dinopoulos, Elias & Thompson, Peter, 1998. "Schumpeterian Growth without Scale Effects," Journal of Economic Growth, Springer, vol. 3(4), pages 313-335, December.
    20. Kelley, Allen C, 1988. "Economic Consequences of Population Change in the Third World," Journal of Economic Literature, American Economic Association, vol. 26(4), pages 1685-1728, December.
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