Comparison of simple sum and Divisia monetary aggregates in GDP forecasting: a support vector machines approach
In this study we compare the forecasting ability of the simple sum and Divisia monetary aggregates with respect to U.S. gross domestic product. We use two alternative Divisia aggregates, the series produced by the Center for Financial Stability (CFS Divisia) and the ones produced by the Federal Reserve Bank of St. Louis (MSI Divisia). The empirical analysis is done within a machine learning framework employing a Support Vector Regression (SVR) model equipped with two kernels: the linear and the radial basis function kernel. Our training data span the period from 1967Q1 to 2007Q4 and the out-of-sample forecasts are performed on a one quarter ahead forecasting horizon on the period 2008Q1 to 2011Q4. Our tests show that the Divisia monetary aggregates are superior to the simple sum monetary aggregates in terms of standard forecast evaluation statistics.
Volume (Year): 33 (2013)
Issue (Month): 2 ()
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- William A. Barnett & Marcelle Chauvet, 2010.
"How Better Monetary Statistics Could Have Signaled the Financial Crisis,"
WORKING PAPERS SERIES IN THEORETICAL AND APPLIED ECONOMICS
201005, University of Kansas, Department of Economics, revised Aug 2010.
- Barnett, William A. & Chauvet, Marcelle, 2011. "How better monetary statistics could have signaled the financial crisis," Journal of Econometrics, Elsevier, vol. 161(1), pages 6-23, March.
- Barnett, William A. & Chauvet, Marcelle, 2010. "How better monetary statistics could have signaled the financial crisis," MPRA Paper 24721, University Library of Munich, Germany.
- Pesaran, M. Hashem & Schuermann, Til & Smith, L. Vanessa, 2009.
"Forecasting economic and financial variables with global VARs,"
International Journal of Forecasting,
Elsevier, vol. 25(4), pages 642-675, October.
- Pesaran, M.H. & Schuermann, T. & Smit, L.V., 2008. "Forecasting Economic and Financial Variables with Global VARs," Cambridge Working Papers in Economics 0807, Faculty of Economics, University of Cambridge.
- M. Hashem Pesaran & Til Schuermann & L. Vanessa Smith, 2008. "Forecasting Economic and Financial Variables with Global VARs," CESifo Working Paper Series 2263, CESifo Group Munich.
- M. Hashem Pesaran & Til Schuermann & L. Vanessa Smith, 2008. "Forecasting economic and financial variables with global VARs," Staff Reports 317, Federal Reserve Bank of New York.
- Smets, Frank & Wouters, Rafael, 2004.
"Forecasting with a Bayesian DSGE Model: An Application to the Euro Area,"
CEPR Discussion Papers
4749, C.E.P.R. Discussion Papers.
- Frank Smets & Raf Wouters, 2004. "Forecasting with a Bayesian DSGE Model: An Application to the Euro Area," Journal of Common Market Studies, Wiley Blackwell, vol. 42(4), pages 841-867, November.
- Smets, Frank & Wouters, Raf, 2004. "Forecasting with a Bayesian DSGE model: an application to the euro area," Working Paper Series 0389, European Central Bank.
- Frank Smets & Raf Wouters, 2004. "Forecasting with a Bayesian DSGE Model: an application to the euro area," Working Paper Research 60, National Bank of Belgium.
- Boughton, James M., 1981. "Money and its substitutes," Journal of Monetary Economics, Elsevier, vol. 8(3), pages 375-386.
- Binner, J.M. & Tino, P. & Tepper, J. & Anderson, R. & Jones, B. & Kendall, G., 2010.
"Does money matter in inflation forecasting?,"
Physica A: Statistical Mechanics and its Applications,
Elsevier, vol. 389(21), pages 4793-4808.
- Richard G. Anderson & Barry E. Jones, 2011. "A comprehensive revision of the U.S. monetary services (divisia) indexes," Review, Federal Reserve Bank of St. Louis, issue Sep, pages 325-360.
- Serletis, Apostolos & Rahman, Sajjadur, 2013. "The Case For Divisia Money Targeting," Macroeconomic Dynamics, Cambridge University Press, vol. 17(08), pages 1638-1658, December.
- Barnett, William A., 1980. "Economic monetary aggregates an application of index number and aggregation theory," Journal of Econometrics, Elsevier, vol. 14(1), pages 11-48, September.
- Michael T. Belongia & Peter N. Ireland, 2010.
"The Barnett Critique After Three Decades: A New Keynesian Analysis,"
Boston College Working Papers in Economics
736, Boston College Department of Economics.
- Belongia, Michael T. & Ireland, Peter N., 2014. "The Barnett critique after three decades: A New Keynesian analysis," Journal of Econometrics, Elsevier, vol. 183(1), pages 5-21.
- Michael T. Belongia & Peter N. Ireland, 2012. "The Barnett Critique After Three Decades: A New Keynesian Analysis," NBER Working Papers 17885, National Bureau of Economic Research, Inc.
- Elger, Thomas & Jones, Barry E. & Nilsson, Birger, 2006. "Forecasting with Monetary Aggregates: Recent Evidence for the United States," Journal of Economics and Business, Elsevier, vol. 58(5-6), pages 428-446.
- Pesaran, M. Hashem & Schuermann, Til & Smith, L. Vanessa, 2009. "Rejoinder to comments on forecasting economic and financial variables with global VARs," International Journal of Forecasting, Elsevier, vol. 25(4), pages 703-715, October.
- Rubaszek, Michal & Skrzypczynski, Pawel, 2008. "On the forecasting performance of a small-scale DSGE model," International Journal of Forecasting, Elsevier, vol. 24(3), pages 498-512.
- Apostolos Serletis & Khandokar Istiak & Periklis Gogas, 2013. "Interest Rates, Leverage, and Money," Open Economies Review, Springer, vol. 24(1), pages 51-78, February.
- W.A. Barnett & P.A. Spindt, 1980. "The velocity behavior and information content of Divisia monetary aggregates," Special Studies Papers 141, Board of Governors of the Federal Reserve System (U.S.).
- William A. Barnett, 1996.
"Which Road Leads to Stable Money Demand?,"
- Belongia, Michael T, 1996. "Measurement Matters: Recent Results from Monetary Economics Reexamined," Journal of Political Economy, University of Chicago Press, vol. 104(5), pages 1065-83, October.
- Wolden Bache, Ida & Sofie Jore, Anne & Mitchell, James & Vahey, Shaun P., 2011.
"Combining VAR and DSGE forecast densities,"
Journal of Economic Dynamics and Control,
Elsevier, vol. 35(10), pages 1659-1670, October.
- William Barnett & Barry E. Jones & Travis D. Nesmith, 2008. "Divisia Second Moments: An Application of Stochastic Index Number Theory," WORKING PAPERS SERIES IN THEORETICAL AND APPLIED ECONOMICS 200803, University of Kansas, Department of Economics, revised Jul 2008.
- Moroney, John R & Wilbratte, Barry J, 1978. "Money and Money Substitutes: A Reply," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 10(1), pages 115-16, February.
- William Barnett & Apostolos Serletis & W. Erwin Diewert, 2005. "The Theory of Monetary Aggregation (book front matter)," Macroeconomics 0511008, EconWPA.
- Schunk, Donald L, 2001. "The Relative Forecasting Performance of the Divisia and Simple Sum Monetary Aggregates," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 33(2), pages 272-83, May.
- Barnett, William A & Offenbacher, Edward K & Spindt, Paul A, 1984. "The New Divisia Monetary Aggregates," Journal of Political Economy, University of Chicago Press, vol. 92(6), pages 1049-85, December.
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