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An EM Algorithm for Conditionally Heteroskedastic Factor Models

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  • Demos, A
  • Sentana, E

Abstract

This paper discusses the application of the EM algorithm for maximum likelihood estimation of factor models with conditional heteroskedasticity in the common factors.

Suggested Citation

  • Demos, A & Sentana, E, 1996. "An EM Algorithm for Conditionally Heteroskedastic Factor Models," Papers 9615, Centro de Estudios Monetarios Y Financieros-.
  • Handle: RePEc:fth:cemfdt:9615
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    1. Mark Gertler, 1988. "Financial structure and aggregate economic activity: an overview," Proceedings, Federal Reserve Bank of Cleveland, pages 559-596.
    2. Joe Peek & Eric S. Rosengren, 1995. "Is bank lending important for the transmission of monetary policy? An overview," New England Economic Review, Federal Reserve Bank of Boston, issue Nov, pages 3-11.
    3. Mark Gertler & Simon Gilchrist, 1994. "Monetary Policy, Business Cycles, and the Behavior of Small Manufacturing Firms," The Quarterly Journal of Economics, Oxford University Press, vol. 109(2), pages 309-340.
    4. Kashyap, Anil K. & Stein, Jeremy C., 1995. "The impact of monetary policy on bank balance sheets," Carnegie-Rochester Conference Series on Public Policy, Elsevier, pages 151-195.
    5. Repullo, Rafael & Suarez, Javier, 1998. "Monitoring, Liquidation, and Security Design," Review of Financial Studies, Society for Financial Studies, vol. 11(1), pages 163-187.
    6. Bernanke, Ben & Gertler, Mark & Gilchrist, Simon, 1996. "The Financial Accelerator and the Flight to Quality," The Review of Economics and Statistics, MIT Press, vol. 78(1), pages 1-15, February.
    7. Suarez, Javier & Sussman, Oren, 1997. "Endogenous Cycles in a Stiglitz-Weiss Economy," Journal of Economic Theory, Elsevier, vol. 76(1), pages 47-71, September.
    8. Bengt Holmstrom & Jean Tirole, 1997. "Financial Intermediation, Loanable Funds, and The Real Sector," The Quarterly Journal of Economics, Oxford University Press, vol. 112(3), pages 663-691.
    9. Kiyotaki, Nobuhiro & Moore, John, 1997. "Credit Cycles," Journal of Political Economy, University of Chicago Press, vol. 105(2), pages 211-248, April.
    10. Besanko, David & Kanatas, George, 1993. "Credit Market Equilibrium with Bank Monitoring and Moral Hazard," Review of Financial Studies, Society for Financial Studies, vol. 6(1), pages 213-232.
    11. R. Glenn Hubbard, 1995. "Is there a "credit channel" for monetary policy?," Review, Federal Reserve Bank of St. Louis, issue May, pages 63-77.
    12. Stephen D. Oliner & Glenn D. Rudebusch, 1996. "Is there a broad credit channel for monetary policy?," Economic Review, Federal Reserve Bank of San Francisco, pages 3-13.
    13. Oliner, Stephen D & Rudebusch, Glenn D, 1996. "Monetary Policy and Credit Conditions: Evidence from the Composition of External Finance: Comment," American Economic Review, American Economic Association, vol. 86(1), pages 300-309, March.
    14. Anil K. Kashyap & Jeremy C. Stein, 1994. "Monetary Policy and Bank Lending," NBER Chapters,in: Monetary Policy, pages 221-261 National Bureau of Economic Research, Inc.
    15. R. Glenn Hubbard, 1994. "Is There a `Credit Channel' for Monetary Policy?," NBER Working Papers 4977, National Bureau of Economic Research, Inc.
    16. Stephen D. Oliner & Glenn D. Rudebusch, 1995. "Is there a bank lending channel for monetary policy?," Economic Review, Federal Reserve Bank of San Francisco, pages 1-20.
    17. Benjamin M. Friedman & Kenneth N. Kuttner, 1993. "Economic Activity and the Short-term Credit Markets: An Analysis of Prices and Quantities," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, pages 193-284.
    18. Christina D. Romer & David H. Romer, 1990. "New Evidence on the Monetary Transmission Mechanism," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 21(1), pages 149-214.
    19. Ben S. Bernanke & Cara S. Lown, 1991. "The Credit Crunch," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 22(2), pages 205-248.
    20. Bhattacharya Sudipto & Chiesa Gabriella, 1995. "Proprietary Information, Financial Intermediation, and Research Incentives," Journal of Financial Intermediation, Elsevier, vol. 4(4), pages 328-357, October.
    21. Bernanke, Ben S & Blinder, Alan S, 1988. "Credit, Money, and Aggregate Demand," American Economic Review, American Economic Association, vol. 78(2), pages 435-439, May.
    22. Douglas W. Diamond, 1984. "Financial Intermediation and Delegated Monitoring," Review of Economic Studies, Oxford University Press, vol. 51(3), pages 393-414.
    23. Benjamin M. Friedman & Kenneth Kuttner, 1993. "Why Does the Paper-Bill Spread Predict Real Economic Activity?," NBER Chapters,in: Business Cycles, Indicators and Forecasting, pages 213-254 National Bureau of Economic Research, Inc.
    24. Bernanke, Ben & Gertler, Mark, 1989. "Agency Costs, Net Worth, and Business Fluctuations," American Economic Review, American Economic Association, vol. 79(1), pages 14-31, March.
    25. Simon Gilchrist & Egon Zakrajsek, 1995. "The importance of credit for macroeconomic activity: identification through heterogeneity," Conference Series ; [Proceedings], Federal Reserve Bank of Boston, vol. 39, pages 129-173.
    26. Bernanke, Ben S, 1983. "Nonmonetary Effects of the Financial Crisis in Propagation of the Great Depression," American Economic Review, American Economic Association, vol. 73(3), pages 257-276, June.
    27. Kashyap, Anil K & Stein, Jeremy C & Wilcox, David W, 1993. "Monetary Policy and Credit Conditions: Evidence from the Composition of External Finance," American Economic Review, American Economic Association, vol. 83(1), pages 78-98, March.
    28. Diamond, Douglas W, 1991. "Monitoring and Reputation: The Choice between Bank Loans and Directly Placed Debt," Journal of Political Economy, University of Chicago Press, vol. 99(4), pages 689-721, August.
    29. Bruce C. Greenwald & Joseph E. Stiglitz, 1993. "Financial Market Imperfections and Business Cycles," The Quarterly Journal of Economics, Oxford University Press, vol. 108(1), pages 77-114.
    30. Gertler, Mark & Gilchrist, Simon, 1993. " The Role of Credit Market Imperfections in the Monetary Transmission Mechanism: Arguments and Evidence," Scandinavian Journal of Economics, Wiley Blackwell, vol. 95(1), pages 43-64.
    31. R. Glenn Hubbard, 1995. "Is there a "credit channel" for monetary policy?," Proceedings, Federal Reserve Bank of St. Louis, issue May, pages 63-77.
    32. James H. Stock & Mark W. Watson, 1989. "New Indexes of Coincident and Leading Economic Indicators," NBER Chapters,in: NBER Macroeconomics Annual 1989, Volume 4, pages 351-409 National Bureau of Economic Research, Inc.
    33. Friedman, Benjamin M & Kuttner, Kenneth N, 1992. "Money, Income, Prices, and Interest Rates," American Economic Review, American Economic Association, vol. 82(3), pages 472-492, June.
    34. Lang, William W. & Nakamura, Leonard I., 1995. "'Flight to quality' in banking and economic activity," Journal of Monetary Economics, Elsevier, vol. 36(1), pages 145-164, August.
    35. Yosha Oved, 1995. "Information Disclosure Costs and the Choice of Financing Source," Journal of Financial Intermediation, Elsevier, vol. 4(1), pages 3-20, January.
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    Citations

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    Cited by:

    1. Dunne, Peter G., 1999. "Size and book-to-market factors in a multivariate GARCH-in-mean asset pricing application," International Review of Financial Analysis, Elsevier, vol. 8(1), pages 35-52.
    2. Gabriele Fiorentini & Alessandro Galesi & Enrique Sentana, 2016. "Fast ML Estimation of Dynamic Bifactor Models: An Application to European Inflation," Advances in Econometrics,in: Dynamic Factor Models, volume 35, pages 215-282 Emerald Publishing Ltd.
    3. Enrique Sentana, 1995. "Risk and Return in the Spanish Stock Market," FMG Discussion Papers dp212, Financial Markets Group.
    4. Gabriele Fiorentini & Alessandro Galesi & Enrique Sentana, 2014. "A Spectral EM Algorithm for Dynamic Factor Models," Working Papers wp2014_1411, CEMFI.
    5. Gabriele Fiorentini & Enrique Sentana & Neil Shephard, 2004. "Likelihood-Based Estimation of Latent Generalized ARCH Structures," Econometrica, Econometric Society, vol. 72(5), pages 1481-1517, September.
    6. Francis X. Diebold & Jose A. Lopez, 1995. "Measuring Volatility Dynamics," NBER Technical Working Papers 0173, National Bureau of Economic Research, Inc.
    7. Enrique Sentana & Giorgio Calzolari & Gabriele Fiorentini, 2004. "Indirect Estimation Of Conditionally Heteroskedastic Factor Models," Working Papers wp2004_0409, CEMFI.
    8. Mohamed Saidane & Christian Lavergne, 2009. "Optimal Prediction with Conditionally Heteroskedastic Factor Analysed Hidden Markov Models," Computational Economics, Springer;Society for Computational Economics, vol. 34(4), pages 323-364, November.
    9. Jon Wongswan, 2003. "Contagion: an empirical test," International Finance Discussion Papers 775, Board of Governors of the Federal Reserve System (U.S.).

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    Keywords

    STATISTICS;

    JEL classification:

    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General

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