IDEAS home Printed from https://ideas.repec.org/a/eee/reveco/v38y2015icp220-233.html
   My bibliography  Save this article

The co-movement and causality between the U.S. housing and stock markets in the time and frequency domains

Author

Listed:
  • Li, Xiao-Lin
  • Chang, Tsangyao
  • Miller, Stephen M.
  • Balcilar, Mehmet
  • Gupta, Rangan

Abstract

This study applies wavelet analysis to examine the relationship between the U.S. housing and stock markets over the period 1890–2012. Wavelet analysis allows the simultaneous examination of co-movement and causality between the two markets in both the time and frequency domains. Our findings provide robust evidence that co-movement and causality vary across frequencies and evolve over time. Examining market co-movement in the time domain, the two markets exhibit positive co-movement over recent decades, except for 1998–2002 when a high negative co-movement emerged. In the frequency domain, the two markets correlate with each other mainly at low frequencies (longer term), except in the second half of the 1900s as well as in 1998–2002, when the two markets correlate at high frequencies (shorter term). In addition, we find that the causal effects between the markets in the frequency domain occur generally at low frequencies (longer term). In the time-domain, the time-varying nature of long-run causalities implies structural changes in the two markets. These findings provide a more complete picture of the relationship between the U.S. real estate and stock markets over time and frequency, offering important implications for policymakers (and practitioners).

Suggested Citation

  • Li, Xiao-Lin & Chang, Tsangyao & Miller, Stephen M. & Balcilar, Mehmet & Gupta, Rangan, 2015. "The co-movement and causality between the U.S. housing and stock markets in the time and frequency domains," International Review of Economics & Finance, Elsevier, vol. 38(C), pages 220-233.
  • Handle: RePEc:eee:reveco:v:38:y:2015:i:c:p:220-233
    DOI: 10.1016/j.iref.2015.02.028
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1059056015000507
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.iref.2015.02.028?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Ramsey James B. & Lampart Camille, 1998. "The Decomposition of Economic Relationships by Time Scale Using Wavelets: Expenditure and Income," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 3(1), pages 1-22, April.
    2. Issler, Joao Victor & Vahid, Farshid, 2001. "Common cycles and the importance of transitory shocks to macroeconomic aggregates," Journal of Monetary Economics, Elsevier, vol. 47(3), pages 449-475, June.
    3. MacKinnon, James G & Haug, Alfred A & Michelis, Leo, 1999. "Numerical Distribution Functions of Likelihood Ratio Tests for Cointegration," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 14(5), pages 563-577, Sept.-Oct.
    4. Su, Chi Wei & Chang, Hsu Ling & Zhu, Meng Nan, 2011. "A Non-Linear Model of Causality Between the Stock and Real Estate Markets of European Countries," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(1), pages 41-53, March.
    5. Vahid, F & Engle, Robert F, 1993. "Common Trends and Common Cycles," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 8(4), pages 341-360, Oct.-Dec..
    6. James D. Hamilton, 2009. "Causes and Consequences of the Oil Shock of 2007-08," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 40(1 (Spring), pages 215-283.
    7. Case Karl E. & Quigley John M. & Shiller Robert J., 2005. "Comparing Wealth Effects: The Stock Market versus the Housing Market," The B.E. Journal of Macroeconomics, De Gruyter, vol. 5(1), pages 1-34, May.
    8. Edward E. Leamer, 2007. "Housing is the business cycle," Proceedings - Economic Policy Symposium - Jackson Hole, Federal Reserve Bank of Kansas City, pages 149-233.
    9. Peter C. B. Phillips & Bruce E. Hansen, 1990. "Statistical Inference in Instrumental Variables Regression with I(1) Processes," Review of Economic Studies, Oxford University Press, vol. 57(1), pages 99-125.
    10. Kim Hiang Liow, 2006. "Dynamic relationship between stock and property markets," Applied Financial Economics, Taylor & Francis Journals, vol. 16(5), pages 371-376.
    11. Luís Aguiar-Conraria & Maria Soares, 2011. "Oil and the macroeconomy: using wavelets to analyze old issues," Empirical Economics, Springer, vol. 40(3), pages 645-655, May.
    12. John D. Benjamin & Peter Chinloy & G. Donald Jud, 2004. "Why do Households Concentrate Their Wealth in Housing?," Journal of Real Estate Research, American Real Estate Society, vol. 26(4), pages 329-344.
    13. Athanasopoulos, George & de Carvalho Guillén, Osmani Teixeira & Issler, João Victor & Vahid, Farshid, 2011. "Model selection, estimation and forecasting in VAR models with short-run and long-run restrictions," Journal of Econometrics, Elsevier, vol. 164(1), pages 116-129, September.
    14. Daniel C. Quan & Sheridan Titman, 1999. "Do Real Estate Prices and Stock Prices Move Together? An International Analysis," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 27(2), pages 183-207, June.
    15. I-Chun Tsai & Cheng-Feng Lee & Ming-Chu Chiang, 2012. "The Asymmetric Wealth Effect in the US Housing and Stock Markets: Evidence from the Threshold Cointegration Model," The Journal of Real Estate Finance and Economics, Springer, vol. 45(4), pages 1005-1020, November.
    16. Roger G. Ibbotson & Laurence B. Siegel, 1984. "Real Estate Returns: A Comparison with Other Investments," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 12(3), pages 219-242, September.
    17. Issler, Joao Victor & Vahid, Farshid, 2006. "The missing link: using the NBER recession indicator to construct coincident and leading indices of economic activity," Journal of Econometrics, Elsevier, vol. 132(1), pages 281-303, May.
    18. Liu, Crocker H. & Hartzell, David J. & Greig, Wylie & Grissom, Terry V., 1990. "The Integration of the Real Estate Market and the Stock Market: Some Preliminary Evidence," The Journal of Real Estate Finance and Economics, Springer, vol. 3(3), pages 261-282, September.
    19. Olivier Blanchard & John Simon, 2001. "The Long and Large Decline in U.S. Output Volatility," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 32(1), pages 135-174.
    20. Charles K. Y. Leung & Garion C. K. Lau & Youngman C. F. Leong, 2002. "Testing Alternative Theories of the Property Price-Trading Volume Correlation," Journal of Real Estate Research, American Real Estate Society, vol. 23(3), pages 253-264.
    21. Vahid, Farshid & Engle, Robert F., 1997. "Codependent cycles," Journal of Econometrics, Elsevier, vol. 80(2), pages 199-221, October.
    22. John Okunev & Patrick J. Wilson, 1997. "Using Nonlinear Tests to Examine Integration Between Real Estate and Stock Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 25(3), pages 487-503, September.
    23. Engle, Robert F & Kozicki, Sharon, 1993. "Testing for Common Features," Journal of Business & Economic Statistics, American Statistical Association, vol. 11(4), pages 369-380, October.
    24. Ramsey, James B. & Lampart, Camille, 1998. "Decomposition Of Economic Relationships By Timescale Using Wavelets," Macroeconomic Dynamics, Cambridge University Press, vol. 2(1), pages 49-71, March.
    25. Eichholtz, Piet M A & Hartzell, David J, 1996. "Property Shares, Appraisals and the Stock Market: An International Perspective," The Journal of Real Estate Finance and Economics, Springer, vol. 12(2), pages 163-178, March.
    26. Hansen, Bruce E, 2002. "Tests for Parameter Instability in Regressions with I(1) Processes," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 45-59, January.
    27. David G McMillan, 2012. "Long-run stock price-house price relation: evidence from an ESTR model," Economics Bulletin, AccessEcon, vol. 32(2), pages 1737-1746.
    28. Andrews, Donald W K, 1993. "Tests for Parameter Instability and Structural Change with Unknown Change Point," Econometrica, Econometric Society, vol. 61(4), pages 821-856, July.
    29. Rua, António & Nunes, Luís C., 2009. "International comovement of stock market returns: A wavelet analysis," Journal of Empirical Finance, Elsevier, vol. 16(4), pages 632-639, September.
    30. Matteo Iacoviello & Stefano Neri, 2010. "Housing Market Spillovers: Evidence from an Estimated DSGE Model," American Economic Journal: Macroeconomics, American Economic Association, vol. 2(2), pages 125-164, April.
    31. Jeremy J. Siegel, "undated". "The Behavior of Stock Returns Around N.B.E.R. Turning Points: An Overview (Revision of 5-91)," Rodney L. White Center for Financial Research Working Papers 13-91, Wharton School Rodney L. White Center for Financial Research.
    32. Jian Zhou, 2010. "Comovement of international real estate securities returns: a wavelet analysis," Journal of Property Research, Taylor & Francis Journals, vol. 27(4), pages 357-373, August.
    33. Hamilton, James D., 2003. "What is an oil shock?," Journal of Econometrics, Elsevier, vol. 113(2), pages 363-398, April.
    34. Henock Louis & Amy X. Sun, 2013. "Long-Term Growth in Housing Prices and Stock Returns," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 41(3), pages 663-708, September.
    35. Chen, Nan-Kuang, 2001. "Asset price fluctuations in Taiwan: evidence from stock and real estate prices 1973 to 1992," Journal of Asian Economics, Elsevier, vol. 12(2), pages 215-232.
    36. Toda, Hiro Y. & Yamamoto, Taku, 1995. "Statistical inference in vector autoregressions with possibly integrated processes," Journal of Econometrics, Elsevier, vol. 66(1-2), pages 225-250.
    37. Luís Aguiar-Conraria & Maria Joana Soares, 2014. "The Continuous Wavelet Transform: Moving Beyond Uni- And Bivariate Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 28(2), pages 344-375, April.
    38. Joseph Gyourko & Donald B. Keim, 1992. "What Does the Stock Market Tell Us About Real Estate Returns?," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 20(3), pages 457-485, September.
    39. Engle, Robert F & Kozicki, Sharon, 1993. "Testing for Common Features: Reply," Journal of Business & Economic Statistics, American Statistical Association, vol. 11(4), pages 393-395, October.
    40. Tiwari, Aviral Kumar & Mutascu, Mihai & Andries, Alin Marius, 2013. "Decomposing time-frequency relationship between producer price and consumer price indices in Romania through wavelet analysis," Economic Modelling, Elsevier, vol. 31(C), pages 151-159.
    41. Jeremy J. Siegel, "undated". "The Behavior of Stock Returns Around N.B.E.R. Turning Points: An Overview (Revised: 13-91)," Rodney L. White Center for Financial Research Working Papers 5-91, Wharton School Rodney L. White Center for Financial Research.
    42. Vahid, Farshid & Issler, Joao Victor, 2002. "The importance of common cyclical features in VAR analysis: a Monte-Carlo study," Journal of Econometrics, Elsevier, vol. 109(2), pages 341-363, August.
    43. Kim Hiang Liow, 2012. "Co‐movements and Correlations Across Asian Securitized Real Estate and Stock Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 40(1), pages 97-129, March.
    44. Michael Graham & Jussi Nikkinen, 2011. "Co-movement of the Finnish and international stock markets: a wavelet analysis," The European Journal of Finance, Taylor & Francis Journals, vol. 17(5-6), pages 409-425.
    45. Kim Liow & Haishan Yang, 2005. "Long-Term Co-Memories and Short-Run Adjustment: Securitized Real Estate and Stock Markets," The Journal of Real Estate Finance and Economics, Springer, vol. 31(3), pages 283-300, November.
    46. Serena Ng & Pierre Perron, 2001. "LAG Length Selection and the Construction of Unit Root Tests with Good Size and Power," Econometrica, Econometric Society, vol. 69(6), pages 1519-1554, November.
    47. Panayotis Kapopoulos & Fotios Siokis, 2005. "Stock and real estate prices in Greece: wealth versus 'credit-price' effect," Applied Economics Letters, Taylor & Francis Journals, vol. 12(2), pages 125-128.
    48. Roueff, Francois & von Sachs, Rainer, 2011. "Locally stationary long memory estimation," LIDAM Reprints ISBA 2011009, Université catholique de Louvain, Institute of Statistics, Biostatistics and Actuarial Sciences (ISBA).
    49. Patrick J. Wilson & John Okunev, 1999. "Long-Term Dependencies and Long Run non-Periodic Co-Cycles: Real Estate and Stock Markets," Journal of Real Estate Research, American Real Estate Society, vol. 18(2), pages 257-278.
    50. Andrews, Donald W K & Ploberger, Werner, 1994. "Optimal Tests When a Nuisance Parameter Is Present Only under the Alternative," Econometrica, Econometric Society, vol. 62(6), pages 1383-1414, November.
    51. Smith, Kenneth L., 2001. "Pre- and post-1987 crash frequency domain analysis among Pacific Rim equity markets," Journal of Multinational Financial Management, Elsevier, vol. 11(1), pages 69-87, February.
    52. Issler, João Victor & Rodrigues, Claudia & Burjack, Rafael, 2014. "Using common features to understand the behavior of metal-commodity prices and forecast them at different horizons," Journal of International Money and Finance, Elsevier, vol. 42(C), pages 310-335.
    53. Okunev, John & Wilson, Patrick & Zurbruegg, Ralf, 2000. "The Causal Relationship between Real Estate and Stock Markets," The Journal of Real Estate Finance and Economics, Springer, vol. 21(3), pages 251-261, November.
    54. Peijie Wang, 2003. "Cycles and Common Cycles in Property and Related Sectors," International Real Estate Review, Global Social Science Institute, vol. 6(1), pages 22-42.
    55. Geoffrey H. Moore, 1983. "Security Markets and Business Cycles," NBER Chapters, in: Business Cycles, Inflation, and Forecasting, 2nd edition, pages 139-160, National Bureau of Economic Research, Inc.
    56. Pin-te Lin & Franz Fuerst, 2014. "The integration of direct real estate and stock markets in Asia," Applied Economics, Taylor & Francis Journals, vol. 46(12), pages 1323-1334, April.
    57. Su, Chi-Wei, 2011. "Non-linear causality between the stock and real estate markets of Western European countries: Evidence from rank tests," Economic Modelling, Elsevier, vol. 28(3), pages 845-851, May.
    58. Peijie Wang, 2003. "A Frequency Domain Analysis of Common Cycles in Property and Related Sectors," Journal of Real Estate Research, American Real Estate Society, vol. 25(3), pages 325-346.
    59. Siegel, J.J., 1991. "The Behavior of Stock Returns Around N.B.E.R. Turning Points: An Overview," Weiss Center Working Papers 13-91, Wharton School - Weiss Center for International Financial Research.
    60. Joseph Gyourko & Donald B. Keim, "undated". "What Does the Stock Market Tell Us About Real Estate Returns? (Revision of 18-91) (Reprint 030)," Rodney L. White Center for Financial Research Working Papers 11-92, Wharton School Rodney L. White Center for Financial Research.
    61. Engle, Robert F. & Issler, João Victor, 1993. "Common trends and common cycles in Latin America," Revista Brasileira de Economia - RBE, EPGE Brazilian School of Economics and Finance - FGV EPGE (Brazil), vol. 47(2), April.
    62. Granger, C W J, 1969. "Investigating Causal Relations by Econometric Models and Cross-Spectral Methods," Econometrica, Econometric Society, vol. 37(3), pages 424-438, July.
    63. David Geltner, 1990. "Return Risk and Cash Flow Risk with Long‐term Riskless Leases in Commercial Real Estate," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 18(4), pages 377-402, December.
    64. Issler, Joao Victor & Vahid, Farshid, 2006. "The missing link: using the NBER recession indicator to construct coincident and leading indices of economic activity," Journal of Econometrics, Elsevier, vol. 132(1), pages 281-303, May.
    65. Johansen, Soren, 1991. "Estimation and Hypothesis Testing of Cointegration Vectors in Gaussian Vector Autoregressive Models," Econometrica, Econometric Society, vol. 59(6), pages 1551-1580, November.
    66. Loh, Lixia, 2013. "Co-movement of Asia-Pacific with European and US stock market returns: A cross-time-frequency analysis," Research in International Business and Finance, Elsevier, vol. 29(C), pages 1-13.
    67. Roueff, François & von Sachs, Rainer, 2011. "Locally stationary long memory estimation," Stochastic Processes and their Applications, Elsevier, vol. 121(4), pages 813-844, April.
    68. Siegel, J.J., 1991. "The Behavior of Stock Returns Around N.B.E.R. Turning Points : An Overview," Weiss Center Working Papers 5-91, Wharton School - Weiss Center for International Financial Research.
    69. Johansen, Soren, 1988. "Statistical analysis of cointegration vectors," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 231-254.
    70. Sims, Christopher A, 1972. "Money, Income, and Causality," American Economic Review, American Economic Association, vol. 62(4), pages 540-552, September.
    71. Brent W. Ambrose & Esther Ancel & Mark D. Griffiths, 1992. "The Fractal Structure of Real Estate Investment Trust Returns: The Search for Evidence of Market Segmentation and Nonlinear Dependency," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 20(1), pages 25-54, March.
    72. Engle, Robert F. & Issler, Joao Victor, 1995. "Estimating common sectoral cycles," Journal of Monetary Economics, Elsevier, vol. 35(1), pages 83-113, February.
    73. Aguiar-Conraria, Luís & Azevedo, Nuno & Soares, Maria Joana, 2008. "Using wavelets to decompose the time–frequency effects of monetary policy," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 387(12), pages 2863-2878.
    74. Reboredo, Juan C. & Rivera-Castro, Miguel A., 2014. "Wavelet-based evidence of the impact of oil prices on stock returns," International Review of Economics & Finance, Elsevier, vol. 29(C), pages 145-176.
    75. Joseph McCarthy & Alexei G. Orlov, 2012. "Time-frequency analysis of crude oil and S&P500 futures contracts," Quantitative Finance, Taylor & Francis Journals, vol. 12(12), pages 1893-1908, December.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Tsangyao Chang & Xiao-lin Li & Stephen M. Miller & Mehmet Balcilar & Rangan Gupta, 2013. "The Co-Movement and Causality between the U.S. Real Estate and Stock Markets in the Time and Frequency Domains," Working papers 2013-34, University of Connecticut, Department of Economics.
    2. Maria I. Kyriakou & Athanasios Koulakiotis & Apostolos Kiohos & Vassilios Babalos, 2023. "Fractional Integration and Volatility Transmission Between Real Estate and Stock Markets: Novel Evidence from a FIGARCH-BEKK Approach," The Journal of Real Estate Finance and Economics, Springer, vol. 66(4), pages 939-962, May.
    3. Korhan Gokmenoglu & Siamand Hesami, 2019. "Real estate prices and stock market in Germany: analysis based on hedonic price index," International Journal of Housing Markets and Analysis, Emerald Group Publishing Limited, vol. 12(4), pages 687-707, April.
    4. Liow, Kim Hiang & Huang, Yuting & Song, Jeonseop, 2019. "Relationship between the United States housing and stock markets: Some evidence from wavelet analysis," The North American Journal of Economics and Finance, Elsevier, vol. 50(C).
    5. Yuki Toyoshima, 2018. "Testing for Causality-In-Mean and Variance between the UK Housing and Stock Markets," JRFM, MDPI, vol. 11(2), pages 1-10, April.
    6. Nyakabawo, Wendy & Miller, Stephen M. & Balcilar, Mehmet & Das, Sonali & Gupta, Rangan, 2015. "Temporal causality between house prices and output in the US: A bootstrap rolling-window approach," The North American Journal of Economics and Finance, Elsevier, vol. 33(C), pages 55-73.
    7. Chi-Wei SU & Zong-Liang YAO & Hsu-Ling CHANG, 2016. "The relationship between output and asset prices: A time – and frequency – varying approach," Theoretical and Applied Economics, Asociatia Generala a Economistilor din Romania - AGER, vol. 0(1(606), S), pages 57-76, Spring.
    8. Mont'Alverne Duarte, Angelo & Gaglianone, Wagner Piazza & de Carvalho Guillén, Osmani Teixeira & Issler, João Victor, 2021. "Commodity prices and global economic activity: A derived-demand approach," Energy Economics, Elsevier, vol. 96(C).
    9. Balcilar, Mehmet & Gupta, Rangan & Miller, Stephen M., 2015. "Regime switching model of US crude oil and stock market prices: 1859 to 2013," Energy Economics, Elsevier, vol. 49(C), pages 317-327.
    10. Issler, João Victor & Rodrigues, Claudia & Burjack, Rafael, 2014. "Using common features to understand the behavior of metal-commodity prices and forecast them at different horizons," Journal of International Money and Finance, Elsevier, vol. 42(C), pages 310-335.
    11. Pejman Bahramian & Andisheh Saliminezhad, 2021. "Does Capacity Utilization Predict Inflation? A Wavelet Based Evidence from United States," Computational Economics, Springer;Society for Computational Economics, vol. 58(4), pages 1103-1125, December.
    12. Jiang, Chun & Chang, Tsangyao & Li, Xiao-Lin, 2015. "Money growth and inflation in China: New evidence from a wavelet analysis," International Review of Economics & Finance, Elsevier, vol. 35(C), pages 249-261.
    13. repec:ipg:wpaper:2014-476 is not listed on IDEAS
    14. Su, Chi-Wei, 2011. "Non-linear causality between the stock and real estate markets of Western European countries: Evidence from rank tests," Economic Modelling, Elsevier, vol. 28(3), pages 845-851, May.
    15. Imran Yousaf & Shoaib Ali, 2020. "Integration between real estate and stock markets: new evidence from Pakistan," International Journal of Housing Markets and Analysis, Emerald Group Publishing Limited, vol. 13(5), pages 887-900, April.
    16. repec:prg:jnlpep:v:preprint:id:560:p:1-15 is not listed on IDEAS
    17. Mato Njavro & Petra Posedel & Maruška Vizek, 2016. "Regime Switching Behaviour of Real Estate and Equity Prices in Emerging Countries," Prague Economic Papers, Prague University of Economics and Business, vol. 2016(4), pages 396-410.
    18. repec:fgv:epgewp:736 is not listed on IDEAS
    19. Athanasopoulos, George & Issler, João Victor & Guillen, Osmani Teixeira Carvalho, 2005. "Forecasting accuracy and estimation uncertainty using VAR models with short- and long-term economic restrictions: a Monte-Carlo study," FGV EPGE Economics Working Papers (Ensaios Economicos da EPGE) 589, EPGE Brazilian School of Economics and Finance - FGV EPGE (Brazil).
    20. Feng-Li Lin & Mei-Chih Wang & Hsien-Hung Kung, 2020. "Housing and Stock Market Nexus in the US," European Research Studies Journal, European Research Studies Journal, vol. 0(3), pages 114-130.
    21. Shinhye Chang & Rangan Gupta & Stephen M. Miller, 2018. "Causality Between Per Capita Real GDP and Income Inequality in the U.S.: Evidence from a Wavelet Analysis," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 135(1), pages 269-289, January.
    22. Anita CEH CASNI & Maruska VIZEK, 2014. "Interactions between Real Estate and Equity Markets: an Investigation of Linkages in Developed and Emerging Countries," Czech Journal of Economics and Finance (Finance a uver), Charles University Prague, Faculty of Social Sciences, vol. 64(2), pages 100-119, March.
    23. Guillén, Osmani Teixeira & Hecq, Alain & Issler, João Victor & Saraiva, Diogo, 2015. "Forecasting multivariate time series under present-value model short- and long-run co-movement restrictions," International Journal of Forecasting, Elsevier, vol. 31(3), pages 862-875.

    More about this item

    Keywords

    Stock market; Housing market; Wavelet analysis; Frequency domain; Time domain;
    All these keywords.

    JEL classification:

    • C49 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Other
    • E44 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Financial Markets and the Macroeconomy
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:reveco:v:38:y:2015:i:c:p:220-233. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/620165 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.