Can NN-algorithms and macroeconomic data improve OLS industry returns forecasts?
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DOI: 10.1080/1351847032000051244
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- Manski, Charles F, 1991.
"Regression,"
Journal of Economic Literature, American Economic Association, vol. 29(1), pages 34-50, March.
- Manski, C.F., 1989. "Regression," Working papers 8917, Wisconsin Madison - Social Systems.
- Douglas T. Breeden & Michael R Gibbons & Robert H. Litzenberger, "undated". "Empirical Tests of the Consumption-Oriented CAPM," Rodney L. White Center for Financial Research Working Papers 07-89, Wharton School Rodney L. White Center for Financial Research.
- repec:bla:jfinan:v:44:y:1989:i:2:p:231-62 is not listed on IDEAS
- Hall, Anthony D. & Hwang, Soosung & Satchell, Stephen E., 2002.
"Using Bayesian variable selection methods to choose style factors in global stock return models,"
Journal of Banking & Finance, Elsevier, vol. 26(12), pages 2301-2325.
- Anthony Hall & Soosung Hwang & Stephen E. Satchell, 2000. "Using Bayesian Variable Selection Methods to Choose Style Factors in Global Stock Return Models," Econometric Society World Congress 2000 Contributed Papers 1213, Econometric Society.
- Anthony D. Hall & Soosung Hwang & Steve Satchell, 2000. "Using Bayesian Variable Selection Methods to Choose Style Factors in Global Stock Return Models," Research Paper Series 31, Quantitative Finance Research Centre, University of Technology, Sydney.
- Reilly, Frank K. & Drzycimski, Eugene F., 1974. "Alternative Industry Performance and Risk," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 9(3), pages 423-446, June.
- Boudoukh, Jacob & Richardson, Matthew & Whitelaw, Robert F, 1994. "Industry Returns and the Fisher Effect," Journal of Finance, American Finance Association, vol. 49(5), pages 1595-1615, December.
- repec:bla:scandj:v:96:y:1994:i:1:p:51-65 is not listed on IDEAS
- Ferson, Wayne E & Harvey, Campbell R, 1991. "The Variation of Economic Risk Premiums," Journal of Political Economy, University of Chicago Press, vol. 99(2), pages 385-415, April.
- Jeff Fleming & Chris Kirby & Barbara Ostdiek, 2001. "The Economic Value of Volatility Timing," Journal of Finance, American Finance Association, vol. 56(1), pages 329-352, February.
- John H. Cochrane, 1988. "Production Based Asset Pricing," NBER Working Papers 2776, National Bureau of Economic Research, Inc.
- Fama, Eugene F. & French, Kenneth R., 1989. "Business conditions and expected returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 25(1), pages 23-49, November.
- Pesaran, M Hashem & Timmermann, Allan, 1995. "Predictability of Stock Returns: Robustness and Economic Significance," Journal of Finance, American Finance Association, vol. 50(4), pages 1201-1228, September.
- Cochrane, John H, 1991. "Production-Based Asset Pricing and the Link between Stock Returns and Economic Fluctuations," Journal of Finance, American Finance Association, vol. 46(1), pages 209-237, March.
- Douglas T. Breeden & Michael R Gibbons & Robert H. Litzenberger, "undated". "Empirical Tests of the Consumption-Oriented CAPM," Rodney L. White Center for Financial Research Working Papers 7-89, Wharton School Rodney L. White Center for Financial Research.
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- Lamont, Owen A., 2001.
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Journal of Econometrics, Elsevier, vol. 105(1), pages 161-184, November.
- Owen Lamont, "undated". "Economic Tracking Portfolios."," CRSP working papers 489, Center for Research in Security Prices, Graduate School of Business, University of Chicago.
- Owen Lamont, 1999. "Economic Tracking Portfolios," NBER Working Papers 7055, National Bureau of Economic Research, Inc.
- Michael Cooper & Huseyin Gulen, 2006. "Is Time-Series-Based Predictability Evident in Real Time?," The Journal of Business, University of Chicago Press, vol. 79(3), pages 1263-1292, May.
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Keywords
nearest neighbour algorithm; OLS industry returns; forecasting;All these keywords.
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