The cyclical behaviour of commodities

References

• Abanomey, W. S., and I. Mathur. 1999. “The Hedging Benefits of Commodity Futures in International Portfolio Construction.” Journal of Alternative Investments 2: 51–62. doi: 10.3905/jai.1999.318904
   Google Scholar
• Akaike, H. 1974. “A New Look at Statistical-Model Identification.” IEEE Transactions on Automatic Control 19 (6): 716–723. doi: 10.1109/TAC.1974.1100705.
   Web of Science ®Google Scholar
• Ang, A., and G. Bekaert. 2002a. “International Asset Allocation with Regime Shifts.” Review of Financial Studies 15 (4): 1137–1187. doi: 10.1093/rfs/15.4.1137.
   Web of Science ®Google Scholar
• Ang, A., and G. Bekaert. 2002b. “Regime Switches in Interest Rates.” Journal of Business and Economic Statistics 20 (2): 163–182. doi: 10.1198/073500102317351930.
   Web of Science ®Google Scholar
• Bansal, R., and H. Zhou. 2002. “Term Structure of Interest Rates with Regime Shifts.” The Journal of Finance 57 (5): 1997–2043. doi: 10.1111/0022-1082.00487.
   Web of Science ®Google Scholar
• Baum, L. E., T. Petrie, G. Soules, and N. Weiss. 1970. “A Maximization Technique Occurring in the Statistical Analysis of Probabilistic Functions of Markov Chains.” The Annals of Mathematical Statistics 41 (1): 164–171. doi: 10.1214/aoms/1177697196.
   Google Scholar
• Belousova, J., and G. Dorfleitner. 2012. “On the Diversification Benefits of Commodities from the Perspective of Euro Investors.” Journal of Banking & Finance 36 (9): 2455–2472. doi: 10.1016/j.jbankfin.2012.05.003.
   Web of Science ®Google Scholar
• Bhar, R., and S. Hammoudeh. 2011. “Commodities and Financial Variables: Analyzing Relationships in a Changing Regime Environment.” International Review of Economics & Finance 20 (4): 469–484. doi: 10.1016/j.iref.2010.07.011.
   Web of Science ®Google Scholar
• Bodie, Z. 1983. “Commodity Futures as a Hedge against Inflation.” Journal of Portfolio Management 9 (3): 12–17. doi: 10.3905/jpm.9.3.12.
   Google Scholar
• Bodie, Z., and V. I. Rosansky. 1980. “Risk and Return in Commodity Futures.” Financial Analysts Journal 36 (3): 27–39. doi: 10.2469/faj.v36.n3.27.
   Google Scholar
• Bruno, S., and L. Chincarini. 2011. “A Multi-Asset Approach to Inflation Hedging for a US Investor.” The Journal of Portfolio Management 37 (3): 102–115. doi: 10.3905/jpm.2011.37.3.102
   Web of Science ®Google Scholar
• Cashin, P., C. J. McDermott, and A. Scott. 2002. “Booms and Slumps in World Commodity Prices.” Journal of Development Economics 69 (1): 277–296. doi: 10.1016/S0304-3878(02)00062-7.
   Web of Science ®Google Scholar
• Cerrahoglu, B., and B. Mukherjee. 2003. The Benefits of Commodity Investment. Amherst, MA: Center for International Securities and Derivatives Markets, University of Massachusetts.
   Google Scholar
• Cheung, C. S., and P. Miu. 2010. “Diversification Benefits of Commodity Futures.” Journal of International Financial Markets, Institutions & Money 20 (5): 451–474. doi: 10.1016/j.intfin.2010.06.003.
   Google Scholar
• Chevallier, J., M. Gatumel, and F. Ielpo. 2013. “Understanding Momentum in Commodity Markets.” Applied Economics Letters 20 (15): 1383–1402. doi: 10.1080/13504851.2013.815300.
   Web of Science ®Google Scholar
• Choi, K., and S. Hammoudeh. 2010. “Volatility Behaviour of Oil, Industrial Commodity and Stock Markets in a Regime-Switching Environment.” Energy Policy 38 (8): 4388–4399. doi: 10.1016/j.enpol.2010.03.067
   Web of Science ®Google Scholar
• Conover, C. M., G. R. Jensen, R. R. Johnson, and J. M. Mercer. 2010. “Is Now the Time to Add Commodities to Your Portfolio?” The Journal of Investing 19 (3): 10–19. doi: 10.3905/joi.2010.19.3.010.
   Google Scholar
• Costa, M., and L. De Angelis. 2010. Model Selection in Hidden Markov Models: A Simulation Study. Bologna: Department of Statistics, University of Bologna.
   Google Scholar
• Cuddington, J., and D. Jerret. 2008. “Super Cycles in Metal Prices?” IMF Staff Papers 55 (4): 541–565. doi: 10.1057/imfsp.2008.19
   Google Scholar
• D’Agostino, R. B., A. Belanger, and R. B. D’Agostino, Jr 1990. “A Suggestion for Using Powerful and Informative Tests of Normality.” American Statistician 44 (4): 316-321. doi:10.2307/2684359.
   Web of Science ®Google Scholar
• Daskalaki, C., and G. Skiadopoulos. 2011. “Should Investors Include Commodities in Their Portfolios after All? New Evidence.” Journal of Banking & Finance 35 (10): 2606–2626. doi: 10.1016/j.jbankfin.2011.02.022.
   Web of Science ®Google Scholar
• De Roon, F. A., T. E. Nijman, and B. J. Werker. 1996. Testing for Spanning with Futures Contracts and Nontraded Assets: A General Approach. Tilburg: Center for Economic Research, Tilburg University.
   Google Scholar
• Deaton, A. 1999. “Commodity Prices and Growth in Africa.” Journal of Economic Perspectives 13 (3): 23–40. doi: 10.1257/jep.13.3.23.
   Web of Science ®Google Scholar
• Deaton, A., and G. Laroquey. 1992. “On the Behaviour of Commodity Prices.” The Review of Economic Studies 59 (1): 1–23. doi: 10.2307/2297923.
   Web of Science ®Google Scholar
• DeMiguel, V., L. Garlappi, and R. Uppal. 2009. “Optimal Versus Naive Diversification: How Inefficient Is the 1/N Portfolio Strategy?” Review of Financial Studies 22 (5): 1915–1953. doi: 10.1093/rfs/hhm075.
   Web of Science ®Google Scholar
• Dempster, A. P., N. M. Laird, and D. B. Rubin. 1977. “Maximum Likelihood from Incomplete Data via the EM Algorithm.” Journal of the Royal Statistical Society- Series B 39 (1): 1–38.
   Google Scholar
• Dias, J. 2007. “Model Selection Criteria for Model-Based Clustering of Categorical Time Series Data. A Monte Carlo Study.” In Advances in Data Analysis, edited by R. Decker, and H. J. Lenz, 23–30. Berlin: Springer.
   Google Scholar
• Dias, J. G., and S. B. Ramos. 2013. “A Core-Periphery Framework in Stock Markets of the Euro Zone.” Economic Modelling 35: 320–329. doi: 10.1016/j.econmod.2013.07.013.
   Web of Science ®Google Scholar
• Dias, J. G., J. K. Vermunt, and S. B. Ramos. 2015. “Clustering Financial Time Series: New Insights from an Extended Hidden Markov Model.” European Journal of Operational Research 243 (3): 852–864. doi: 10.1016/j.ejor.2014.12.041.
   Web of Science ®Google Scholar
• Edwards, F. R., and M. O. Caglayan. 2001. “Hedge Fund and Commodity Fund Investment Styles in Bull and Bear Markets.” The Journal of Portfolio Management 27 (4): 97–108. doi: 10.3905/jpm.2001.319817
   Web of Science ®Google Scholar
• Erb, C. B., and C. R. Harvey. 2006. “The Strategic and Tactical Value of Commodity Futures.” Financial Analysts Journal 62 (2): 69–97. doi: 10.2469/faj.v62.n2.4084.
   Web of Science ®Google Scholar
• Erten, B., and J. A. Ocampo. 2013. “Super Cycles of Commodity Prices since the Mid-Nineteenth Century.” World Development 44: 14–30. doi: 10.1016/j.worlddev.2012.11.013.
   Web of Science ®Google Scholar
• Froot, K. A. 1995. “Hedging Portfolios with Real Assets.” The Journal of Portfolio Management 21 (4): 60–77. doi: 10.3905/jpm.1995.409527.
   Web of Science ®Google Scholar
• Galvani, V., and A. Plourde. 2010. “Portfolio Diversification in Energy Markets.” Energy Economics 32 (2): 257–268. doi: 10.1016/j.eneco.2009.05.015.
   Web of Science ®Google Scholar
• Garcia, R., and P. Perron. 1996. “An Analysis of the Real Interest Rate under Regime Shifts.” The Review of Economics and Statistics 30: 111–125. doi: 10.2307/2109851.
   Web of Science ®Google Scholar
• Garcia-Feijoo, L., G. R. Jensen, and R. R. Johnson. 2012. “The Effectiveness of Asset Classes in Hedging Risk.” The Journal of Portfolio Management 38 (3): 40–55. doi: 10.3905/jpm.2012.38.3.040.
   Web of Science ®Google Scholar
• Gorton, G., and K. G. Rouwenhorst. 2006. “Facts and Fantasies about Commodity Futures.” Financial Analysts Journal 62 (2): 47–68. doi: 10.2469/faj.v62.n2.4083.
   Web of Science ®Google Scholar
• Gray, S. F. 1996. “Modeling the Conditional Distribution of Interest Rates as a Regime-Switching Process.” Journal of Financial Economics 42 (1): 27–62. doi: 10.1016/0304-405X(96)00875-6.
   Web of Science ®Google Scholar
• Hamilton, J. D. 1988. “Rational-Expectations Econometric Analysis of Changes in Regime: An Investigation of the Term Structure of Interest Rates.” Journal of Economic Dynamics and Control 12 (2): 385–423. doi: 10.1016/0165-1889(88)90047-4.
   Web of Science ®Google Scholar
• Hamilton, J. D. 1989. “A New Approach to the Economic-Analysis of Nonstationary Time-Series and the Business-Cycle.” Econometrica 57 (2): 357–384. doi: 10.2307/1912559.
   Web of Science ®Google Scholar
• Hamilton, J. D., and G. Lin. 1996. “Stock Market Volatility and the Business Cycle.” Journal of Applied Econometrics 11 (5): 573–593. doi: 10.1002/(SICI)1099-1255(199609)11:5<573::AID-JAE413>3.0.CO;2-T.
   Web of Science ®Google Scholar
• Heaney, R. 2006. “An Empirical Analysis of Commodity Pricing.” Journal of Futures Markets 26 (4): 391–415. doi: 10.1002/fut.20202.
   Web of Science ®Google Scholar
• Hillier, D., P. Draper, and R. Faff. 2006. “Do Precious Metals Shine? An Investment Perspective.” Financial Analysts Journal 62 (2): 98–106. doi: 10.2469/faj.v62.n2.4085.
   Web of Science ®Google Scholar
• Huang, J., and Z. Zhong. 2006. Time-Variation in Diversification Benefits of Commodity, REITs and TIPS. University Park, PA: The Pennsylvania State University, The Smeal College of Business.
   Google Scholar
• Humphreys, D. 2010. “The Great Metals Boom: A Retrospective.” Resources Policy 35 (1): 1–13. 10.1016/j.resourpol.2009.07.002. doi: 10.1016/j.resourpol.2009.07.002.
   Web of Science ®Google Scholar
• Hwang, S., S. E. Satchell, and P. L. V. Pereira. 2007. “How Persistent Is Stock Return Volatility? An Answer with Markov Regime Switching Stochastic Volatility Models.” Journal of Business Finance & Accounting 34 (5-6): 1002–1024. doi: 10.1111/j.1468-5957.2007.02025.x.
   Web of Science ®Google Scholar
• Jensen, G. R., R. R. Johnson, and J. M. Mercer. 2000. “Efficient Use of Commodity Futures in Diversified Portfolios.” Journal of Futures Markets 20 (5): 489–506. doi: 10.1002/(SICI)1096-9934(200005)20:5<489::AID-FUT5>3.0.CO;2-A.
   Web of Science ®Google Scholar
• Kanas, A. 2008. “On Real Interest Rate Dynamics and Regime Switching.” Journal of Banking & Finance 32 (10): 2089–2098. doi: 10.1016/j.jbankfin.2006.10.027.
   Web of Science ®Google Scholar
• Longin, F., and B. Solnik. 1995. “Is The Correlation in International Equity Returns Constant: 1960–1990?” Journal of International Money and Finance 14 (1): 3–26. doi: 10.1016/0261-5606(94)00001-H.
   Web of Science ®Google Scholar
• Longin, F., and B. Solnik. 2001. “Extreme Correlation of International Equity Markets.” The Journal of Finance 56 (2): 649–676. doi: 10.1111/0022-1082.00340.
   Web of Science ®Google Scholar
• Miffre, J. 2012. Comparing First, Second and Third Generation Commodity Indices. Lille: EDHEC Business School.
   Google Scholar
• Nijman, T. E., and L. A. P. Swinkels. 2008. “Strategic and Tactical Allocation to Commodities for Retirement Savings Schemes.” In The Handbook of Commodity Investing, edited by F. J. Fabozzi, R. Füss, and D. G. Kaiser, 522–547. Hoboken, NJ: John Wiley & Sons.
   Google Scholar
• Pagan, A. R., and K. A. Sossounov. 2003. “A Simple Framework for Analysing Bull and Bear Markets.” Journal of Applied Econometrics 18 (1): 23–46. doi: 10.1002/jae.664.
   Web of Science ®Google Scholar
• Pérez-Quirós, G., and A. Timmermann. 2000. “Firm Size and Cyclical Variations in Stock Returns.” The Journal of Finance 55 (3): 1229–1262. doi: 10.1111/0022-1082.00246.
   Web of Science ®Google Scholar
• Radetzki, M. 2006. “The Anatomy of Three Commodity Booms.” Resources Policy 1 (1): 56–64. 10.1016/j.resourpol.2006.06.003. doi: 10.1016/j.resourpol.2006.06.003.
   Web of Science ®Google Scholar
• Ramchand, L., and R. Susmel. 1998. “Volatility and Cross Correlation across Major Stock Markets.” Journal of Empirical Finance 5 (4): 397–416. doi: 10.1016/S0927-5398(98)00003-6.
   Google Scholar
• Ramos, S. B., J. K. Vermunt, and J. G. Dias. 2011. “When Markets Fall Down: Are Emerging Markets All the Same?” International Journal of Finance and Economics 16 (4): 324–338. doi: 10.1002/ijfe.431.
   Web of Science ®Google Scholar
• Santis, G., and B. Gerard. 1997. “International Asset Pricing and Portfolio Diversification with Time-Varying Risk.” The Journal of Finance 52 (5): 1881–1912. doi: 10.1111/j.1540-6261.1997.tb02745.x.
   Web of Science ®Google Scholar
• Satyanarayan, S., and P. Varangis. 1996. “Diversification Benefits of Commodity Assets in Global Portfolios.” Journal of Investing 5 (1): 69–78. doi: 10.3905/joi.5.1.69.
   Google Scholar
• Schwarz, G. 1978. “Estimating the Dimension of a Model.” The Annals of Statistics 6 (2): 461–464. doi: 10.1214/aos/1176344136.
   Web of Science ®Google Scholar
• Skiadopoulos, G. 2013. “Advances in the Commodity Futures Literature: A Review.” The Journal of Derivatives 20 (3): 85–96.
   Web of Science ®Google Scholar
• Turner, C. M., R. Startz, and C. R. Nelson. 1989. “A Markov Model of Heteroskedasticity, Risk, and Learning in the Stock Market.” Journal of Financial Economics 25 (1): 3–22. doi: 10.1016/0304-405X(89)90094-9.
   Web of Science ®Google Scholar
• You, L., and R. T. Daigler. 2013. “A Markowitz Optimization of Commodity Futures Portfolios.” Journal of Futures Markets 33 (4): 343–368. doi: 10.1002/fut.21553.
   Web of Science ®Google Scholar