On the usefulness of cross-validation for directional forecast evaluation
The usefulness of a predictor evaluation framework which combines a blocked cross-validation scheme with directional accuracy measures is investigated. The advantage of using a blocked cross-validation scheme with respect to the standard out-of-sample procedure is that cross-validation yields more precise error estimates of the prediction error since it makes full use of the data. In order to quantify the gain in precision when directional accuracy measures are considered, a Monte Carlo analysis using univariate and multivariate models is provided. The experiments indicate that more precise estimates are obtained with the blocked cross-validation procedure. An application is carried out on forecasting UK interest rate for illustration purposes. The results show that in such a situation with small samples the cross-validation scheme may have considerable advantages over the standard out-of-sample evaluation procedure as it may help to overcome problems induced by the limited information the directional accuracy measures contain due to their binary nature.
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- Milas, Costas & Naraidoo, Ruthira, 2012. "Financial conditions and nonlinearities in the European Central Bank (ECB) reaction function: In-sample and out-of-sample assessment," Computational Statistics & Data Analysis, Elsevier, vol. 56(1), pages 173-189, January.
- Barnett, Alina & Mumtaz, Haroon & Theodoridis, Konstantinos, 2014.
"Forecasting UK GDP growth and inflation under structural change. A comparison of models with time-varying parameters,"
International Journal of Forecasting,
Elsevier, vol. 30(1), pages 129-143.
- Barnett, Alina & Mumtaz, Haroon & Theodoridis, Konstantinos, 2012. "Forecasting UK GDP growth, inflation and interest rates under structural change: a comparison of models with time-varying parameters," Bank of England working papers 450, Bank of England.
- Oliver Blaskowitz & Helmut Herwatz, 2008.
"Adaptive Forecasting of the EURIBOR Swap Term Structure,"
SFB 649 Discussion Papers
SFB649DP2008-017, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
- Oliver Blaskowitz & Helmut Herwartz, 2009. "Adaptive forecasting of the EURIBOR swap term structure," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 28(7), pages 575-594.
- Nazaria Solferino & Robert J. Waldmann, 2008.
"Predicting the Signs of Forecast Errors,"
CEIS Research Paper
135, Tor Vergata University, CEIS, revised 24 Nov 2008.
- Tae-Hwan Kim & Paul Mizen & Thanaset Chevapatrakul, 2008.
"Forecasting changes in UK interest rates,"
Journal of Forecasting,
John Wiley & Sons, Ltd., vol. 27(1), pages 53-74.
- Thanaset Chevapatrakul & Tae-Hwan Kim & Paul Mizen, 2007. "Forecasting Changes in UK Interest Rates," Discussion Paper Series 2007_26, Department of Economics, Loughborough University, revised Nov 2007.
- Tae-Hwan Kim & Paul Mizen & Alan Thanaset, . "Forecasting Changes in UK Interest Rates," Discussion Papers 07/04, University of Nottingham, Centre for Finance, Credit and Macroeconomics (CFCM).
- Tae-Hwan Kim & Paul Mizen & Alan Thanaset, 2006. "Forecasting changes in UK interest rates," Discussion Papers 06/06, University of Nottingham, Granger Centre for Time Series Econometrics.
- Mauro Costantini & Robert M. Kunst, 2011.
"Combining forecasts based on multiple encompassing tests in a macroeconomic core system,"
Journal of Forecasting,
John Wiley & Sons, Ltd., vol. 30(6), pages 579-596, September.
- Costantini, Mauro & Kunst, Robert M., 2009. "Combining Forecasts Based on Multiple Encompassing Tests in a Macroeconomic Core System," Economics Series 243, Institute for Advanced Studies.
- Oliver Blaskowitz & Helmut Herwartz, 2009.
"On economic evaluation of directional forecasts,"
SFB 649 Discussion Papers
SFB649DP2009-052, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
- Hyndman, Rob J. & Koehler, Anne B., 2006.
"Another look at measures of forecast accuracy,"
International Journal of Forecasting,
Elsevier, vol. 22(4), pages 679-688.
- Rob J. Hyndman & Anne B. Koehler, 2005. "Another Look at Measures of Forecast Accuracy," Monash Econometrics and Business Statistics Working Papers 13/05, Monash University, Department of Econometrics and Business Statistics.
- Khan, Jafar A. & Van Aelst, Stefan & Zamar, Ruben H., 2010. "Fast robust estimation of prediction error based on resampling," Computational Statistics & Data Analysis, Elsevier, vol. 54(12), pages 3121-3130, December.
- Racine, Jeff, 2000. "Consistent cross-validatory model-selection for dependent data: hv-block cross-validation," Journal of Econometrics, Elsevier, vol. 99(1), pages 39-61, November.
- Emma Garcia & Simón Sosvilla-rivero, 2005. "Forecasting the dollar|euro exchange rate: are international parities useful?," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 24(5), pages 369-377.
- Graham Elliott & Thomas J. Rothenberg & James H. Stock, 1992.
"Efficient Tests for an Autoregressive Unit Root,"
NBER Technical Working Papers
0130, National Bureau of Economic Research, Inc.
- Carlo Altavilla & Paul De Grauwe, 2006.
"Forecasting and Combining Competing Models of Exchange rate Determination,"
5_2006, D.E.S. (Department of Economic Studies), University of Naples "Parthenope", Italy.
- Carlo Altavilla & Paul De Grauwe, 2010. "Forecasting and combining competing models of exchange rate determination," Applied Economics, Taylor & Francis Journals, vol. 42(27), pages 3455-3480.
- Carlo Altavilla & Paul De Grauwe, 2006. "Forecasting and Combining Competing Models of Exchange Rate Determination," CESifo Working Paper Series 1747, CESifo Group Munich.
- Costantini, Mauro & Pappalardo, Carmine, 2010. "A hierarchical procedure for the combination of forecasts," International Journal of Forecasting, Elsevier, vol. 26(4), pages 725-743, October.
- Georgi N. Boshnakov & Bisher M. Iqelan, 2009. "Generation Of Time Series Models With Given Spectral Properties," Journal of Time Series Analysis, Wiley Blackwell, vol. 30(3), pages 349-368, 05.
- Oliver Blaskowitz & Helmut Herwartz, 2008. "Testing directional forecast value in the presence of serial correlation," SFB 649 Discussion Papers SFB649DP2008-073, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
- Borra, Simone & Di Ciaccio, Agostino, 2010. "Measuring the prediction error. A comparison of cross-validation, bootstrap and covariance penalty methods," Computational Statistics & Data Analysis, Elsevier, vol. 54(12), pages 2976-2989, December.
- M. Ruth & K. Donaghy & P. Kirshen, 2006. "Introduction," Chapters, in: Regional Climate Change and Variability, chapter 1 Edward Elgar Publishing.
- Jaehun Chung & Yongmiao Hong, 2007. "Model-free evaluation of directional predictability in foreign exchange markets," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(5), pages 855-889.
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