Bias–Variance Trade-Off and Shrinkage of Weights in Forecast Combination

References

• Aiolfi A, Timmermann A (2005) Persistence in forecasting performance and conditional combination strategies. J. Econometrics 135(1–2):31–53.Crossref, Google Scholar
• Aksu C, Gunter S (1992) An empirical analysis of the accuracy of SA, OLS, ERLS and NRLS combination forecasts. Internat. J. Forecasting 8(1):27–43.Google Scholar
• Armstrong J (2001) Combining forecasts. Armstrong J, ed. Principles of Forecasting (Springer, Berlin), 417–439.Crossref, Google Scholar
• Bates J, Granger C (1969) The combination of forecasts. J. Oper. Res. Soc. 20(4):451–468.Crossref, Google Scholar
• Claeskens G, Magnus J, Vasnev A, Wang W (2016) The forecast combination puzzle: A simple theoretical explanation. Internat. J. Forecasting 32(3):754–762.Crossref, Google Scholar
• Clemen R (1989) Combining forecasts: A review and annotated bibliography. Internat. J. Forecasting 5(4):559–583.Google Scholar
• Clemen R, Winkler R (1986) Combining economic forecasts. J. Bus. Econom. Statist. 4(1):39–46.Crossref, Google Scholar
• Diebold F, Lopez J (1996) Forecast evaluation and combination. Maddala GS, Rao CR, eds. Statistical Methods in Finance, Handbook of Statistics, vol. 14 (Elsevier, Amsterdam), 241–268.Crossref, Google Scholar
• Diebold F, Mariano R (2002) Comparing predictive accuracy. J. Bus. Econom. Statist. 20(1):134–144.Crossref, Google Scholar
• Federal Reserve Bank of Philadelphia (2018) Survey of professional forecasters—Documentation. Accessed January 5, 2019, https://www.philadelphiafed.org/-/media/research-and-data/real-time-center/survey-of-professional-forecasters/spf-documentation.pdf.Google Scholar
• Genre V, Kenny G, Meyler A, Timmermann A (2013) Combining expert forecasts: Can anything beat the simple average? Internat. J. Forecasting 29(1):108–121.Google Scholar
• Gigone D, Hastie R (1997) Proper analysis of the accuracy of group judgments. Psych. Bull. 121(1):149–167.Crossref, Google Scholar
• Hastie R (1986) Experimental evidence on group accuracy. Grofman B, Owen G, eds. Decision Research, vol. 2 (JAI Press, Greenwich, CT), 129–157.Google Scholar
• Hastie R, Kameda T (2005) The robust beauty of majority rules in group decisions. Psych. Rev. 112(2):494–508.Crossref, Google Scholar
• Hastie T, Tibshirani R, Friedman J (2009) The Elements of Statistical Learning: Data Mining, Inference and Prediction, 2nd ed. (Springer, Berlin).Crossref, Google Scholar
• Hill G (1982) Group vs. individual performance: Are N + 1 heads better than one? Psych. Bull. 91(3):517–539.Crossref, Google Scholar
• Judge G, Yancey T (1981) Sampling properties of an inequality restricted estimator. Econom. Lett. 7(4):327–333.Crossref, Google Scholar
• Kerr N, Tindale R (2011) Group-based forecasting? A social psychological analysis. Internat. J. Forecasting 27(1):14–40.Google Scholar
• Larrick R, Mannes A, Soll J (2012) The social psychology of the wisdom of crowds. Krueger J, ed. Social Psychology and Decision Making (Psychology Press, New York), 227–242.Google Scholar
• Makridakis S, Hibon M (2000) The M3-Competition: Results, conclusions and implications. Internat. J. Forecasting 16(4):451–476.Crossref, Google Scholar
• Makridakis S, Spiliotis E, Assimakopoulos V (2018) The M4 Competition: Results, findings, conclusion and way forward. Internat. J. Forecasting 34(4):802–808.Google Scholar
• Mannes A, Soll J, Larrick R (2014) The wisdom of select crowds. J. Personality Soc. Psych. 107(2):276–299.Crossref, Google Scholar
• Smith J, Wallis K (2009) A simple explanation of the forecast combination puzzle. Oxford Bull. Econom. Statist. 71(3):331–355.Crossref, Google Scholar
• Stock J, Watson M (1999) A comparison of linear and nonlinear models for forecasting macroeconomic time series. Engle R, White H, eds. Cointegration, Causality and Forecasting (Oxford University Press, Oxford, UK), 1–44.Google Scholar
• Stock J, Watson M (2004) Combination forecasts of output growth in a seven-country data set. J. Forecasting 23(6):405–430.Crossref, Google Scholar
• Timmermann A (2006) Forecast combinations. Elliott G, Granger CWJ, Timmermann A, eds. Handbook of Economic Forecasting (Elsevier, Amsterdam), 135–196.Google Scholar
• Wallsten T, Budescu D, Erev I, Diederich A (1997) Evaluating and combining subjective probability estimates. J. Behav. Decision Making 10(3):243–268.Crossref, Google Scholar