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Structural stochastic volatility in asset pricing dynamics: Estimation and model contest

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  • Franke, Reiner
  • Westerhoff, Frank

Abstract

In the framework of small-scale agent-based financial market models, the paper starts out from the concept of structural stochastic volatility, which derives from different noise levels in the demand of fundamentalists and chartists and the time-varying market shares of the two groups. It advances several different specifications of the endogenous switching between the trading strategies and then estimates these models by the method of simulated moments (MSMs), where the choice of the moments reflects the basic stylized facts of the daily returns of a stock market index. In addition to the standard version of MSM with a quadratic loss function, we also take into account how often a great number of Monte Carlo simulation runs happen to yield moments that are all contained within their empirical confidence intervals. The model contest along these lines reveals a strong role for a (tamed) herding component. The quantitative performance of the winner model is so good that it may provide a standard for future research.

Suggested Citation

  • Franke, Reiner & Westerhoff, Frank, 2012. "Structural stochastic volatility in asset pricing dynamics: Estimation and model contest," Journal of Economic Dynamics and Control, Elsevier, vol. 36(8), pages 1193-1211.
    • Handle: RePEc:eee:dyncon:v:36:y:2012:i:8:p:1193-1211
    DOI: 10.1016/j.jedc.2011.10.004
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    1. Gilli, M. & Winker, P., 2003. "A global optimization heuristic for estimating agent based models," Computational Statistics & Data Analysis, Elsevier, vol. 42(3), pages 299-312, March.
    2. Carl Chiarella & Roberto Dieci & Xue-Zhong He, 2008. "Heterogeneity, Market Mechanisms, and Asset Price Dynamics," Research Paper Series 231, Quantitative Finance Research Centre, University of Technology, Sydney.
    3. Manzan, Sebastiano & Westerhoff, Frank H., 2007. "Heterogeneous expectations, exchange rate dynamics and predictability," Journal of Economic Behavior & Organization, Elsevier, vol. 64(1), pages 111-128, September.
    4. Brock, William A. & de Fontnouvelle, Patrick, 2000. "Expectational diversity in monetary economies," Journal of Economic Dynamics and Control, Elsevier, vol. 24(5-7), pages 725-759, June.
    5. Pfeffer, Annamaria, 2010. "Staatliche Zinssubvention und Auslandsverschuldung: Eine Mittelwert-Varianz-Analyse am Beispiel Ungarn," BERG Working Paper Series 72, Bamberg University, Bamberg Economic Research Group.
    6. Lee, Bong-Soo & Ingram, Beth Fisher, 1991. "Simulation estimation of time-series models," Journal of Econometrics, Elsevier, vol. 47(2-3), pages 197-205, February.
    7. Bexheti, Abdulmenaf, 2010. "Anti-crisis measures in the republic of Macedonia and their effects: Are they sufficient?," BERG Working Paper Series 70, Bamberg University, Bamberg Economic Research Group.
    8. Youwei Li & Bas Donkers & Bertrand Melenberg, 2010. "Econometric analysis of microscopic simulation models," Quantitative Finance, Taylor & Francis Journals, vol. 10(10), pages 1187-1201.
    9. William A. Brock & Cars H. Hommes, 2001. "A Rational Route to Randomness," Chapters, in: W. D. Dechert (ed.), Growth Theory, Nonlinear Dynamics and Economic Modelling, chapter 16, pages 402-438, Edward Elgar Publishing.
    10. J. Barkley Rosser Jr. (ed.), 2009. "Handbook of Research on Complexity," Books, Edward Elgar Publishing, number 3625, December.
    11. Szüle, Borbála, 2003. "Inside financial conglomerates: Effects in the Hungarian pension fund markets," BERG Working Paper Series 42, Bamberg University, Bamberg Economic Research Group.
    12. Boswijk, H. Peter & Hommes, Cars H. & Manzan, Sebastiano, 2007. "Behavioral heterogeneity in stock prices," Journal of Economic Dynamics and Control, Elsevier, vol. 31(6), pages 1938-1970, June.
    13. Nusser, Michael, 1998. "The implications of innovations and wage structure rigidity on economic growth and unemployment: A Schumpeterian approach to endogenous growth theory," BERG Working Paper Series 26, Bamberg University, Bamberg Economic Research Group.
    14. Kocherlakota, Narayana R., 1990. "On tests of representative consumer asset pricing models," Journal of Monetary Economics, Elsevier, vol. 26(2), pages 285-304, October.
    15. Bernd Hayo & Matthias Wrede, 2004. "Fiscal equalisation: Principles and an application to the European Union," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 23(3), pages 333-348, December.
    16. Westerhoff, Frank, 2009. "A simple agent-based financial market model: Direct interactions and comparisons of trading profits," BERG Working Paper Series 61, Bamberg University, Bamberg Economic Research Group.
    17. Lines Marji & Westerhoff Frank, 2012. "Effects of Inflation Expectations on Macroeconomic Dynamics: Extrapolative Versus Regressive Expectations," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 16(4), pages 1-30, October.
    18. Hens, Thorsten & Schenk-Hoppe, Klaus Reiner (ed.), 2009. "Handbook of Financial Markets: Dynamics and Evolution," Elsevier Monographs, Elsevier, edition 1, number 9780123742582.
    19. repec:bla:jfinan:v:59:y:2004:i:3:p:1367-1404 is not listed on IDEAS
    20. Leigh Tesfatsion & Kenneth L. Judd (ed.), 2006. "Handbook of Computational Economics," Handbook of Computational Economics, Elsevier, edition 1, volume 2, number 2.
    21. Peter Winker & Manfred Gilli & Vahidin Jeleskovic, 2007. "An objective function for simulation based inference on exchange rate data," Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 2(2), pages 125-145, December.
    22. Bogdani, Irena Dh., 2002. "Public expenditure planning in Albania," BERG Working Paper Series 39, Bamberg University, Bamberg Economic Research Group.
    23. R. Cont, 2001. "Empirical properties of asset returns: stylized facts and statistical issues," Quantitative Finance, Taylor & Francis Journals, vol. 1(2), pages 223-236.
    24. Treier, Volker, 1999. "Unemployment in reforming countries: Causes, fiscal impacts and the success of transformation," BERG Working Paper Series 29, Bamberg University, Bamberg Economic Research Group.
    25. Kurt A. Hafner, 2015. "Tax Competition and Economic Integration," Review of Development Economics, Wiley Blackwell, vol. 19(1), pages 45-61, February.
    26. Kola, Tonin & Liko, Elida, 2008. "An empirical assessment of alternative exchange rate regimes in medium term in Albania," BERG Working Paper Series 58, Bamberg University, Bamberg Economic Research Group.
    27. Hall, Peter, 1990. "Using the bootstrap to estimate mean squared error and select smoothing parameter in nonparametric problems," Journal of Multivariate Analysis, Elsevier, vol. 32(2), pages 177-203, February.
    28. Gervai, Pál & Trautmann, László & Wieszt, Attila, 2010. "The mission and culture of the corporation," BERG Working Paper Series 74, Bamberg University, Bamberg Economic Research Group.
    29. Azzam, Osmat & Dhamo, Sotiraq & Kola, Tonin, 2005. "Introducing National Health Accounts in Albania," BERG Working Paper Series 55, Bamberg University, Bamberg Economic Research Group.
    30. Haensgen, Tineke, 2002. "Das Kyoto Protokoll: Eine ökonomische Analyse unter besonderer Berücksichtigung der flexiblen Mechanismen," BERG Working Paper Series 40, Bamberg University, Bamberg Economic Research Group.
    31. Stübben, Felix & Lackenbauer, Jörg & Wenzel, Heinz-Dieter, 2005. "Eine Dekade wirtschaftlicher Transformation in den Westbalkanstaaten: Ein Überblick," BERG Working Paper Series 53, Bamberg University, Bamberg Economic Research Group.
    32. Hommes, Cars, 2011. "The heterogeneous expectations hypothesis: Some evidence from the lab," Journal of Economic Dynamics and Control, Elsevier, vol. 35(1), pages 1-24, January.
    33. Chan, Wing H & Maheu, John M, 2002. "Conditional Jump Dynamics in Stock Market Returns," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(3), pages 377-389, July.
    34. He, Xue-Zhong & Li, Youwei, 2007. "Power-law behaviour, heterogeneity, and trend chasing," Journal of Economic Dynamics and Control, Elsevier, vol. 31(10), pages 3396-3426, October.
    35. Wrede, Matthias, 1999. "A note on reliefs for traveling expenses to work," BERG Working Paper Series 30, Bamberg University, Bamberg Economic Research Group.
    36. Witte, Björn-Christopher, 2009. "Temporal information gaps and market efficiency: A dynamic behavioral analysis," BERG Working Paper Series 64, Bamberg University, Bamberg Economic Research Group.
    37. Chiarella, Carl & He, Xue-Zhong & Huang, Weihong & Zheng, Huanhuan, 2012. "Estimating behavioural heterogeneity under regime switching," Journal of Economic Behavior & Organization, Elsevier, vol. 83(3), pages 446-460.
    38. Roberto Dieci & Frank Westerhoff, 2012. "A simple model of a speculative housing market," Journal of Evolutionary Economics, Springer, vol. 22(2), pages 303-329, April.
    39. Farmer, J. Doyne & Joshi, Shareen, 2002. "The price dynamics of common trading strategies," Journal of Economic Behavior & Organization, Elsevier, vol. 49(2), pages 149-171, October.
    40. Tesfatsion, Leigh & Judd, Kenneth L., 2006. "Handbook of Computational Economics, Vol. 2: Agent-Based Computational Economics," Staff General Research Papers Archive 10368, Iowa State University, Department of Economics.
    41. Carsten Eckel, 2009. "International Trade and Retailing," CESifo Working Paper Series 2597, CESifo.
    42. Wenzel, Heinz-Dieter (Ed.), 2007. "Der Kaspische Raum: Ausgewählte Themen zu Politik und Wirtschaft," BERG Working Paper Series 57, Bamberg University, Bamberg Economic Research Group.
    43. LeBaron, Blake, 2006. "Agent-based Computational Finance," Handbook of Computational Economics, in: Leigh Tesfatsion & Kenneth L. Judd (ed.), Handbook of Computational Economics, edition 1, volume 2, chapter 24, pages 1187-1233, Elsevier.
    44. Alfarano Simone & Milakovic Mishael, 2012. "Identification of Interaction Effects in Survey Expectations: A Cautionary Note," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 16(4), pages 1-23, October.
    45. Amilon, Henrik, 2008. "Estimation of an adaptive stock market model with heterogeneous agents," Journal of Empirical Finance, Elsevier, vol. 15(2), pages 342-362, March.
    46. Kächelein, Holger, 2004. "Capital Tax Competition and Partial Cooperation : Welfare Enhancing or not?," BERG Working Paper Series 51, Bamberg University, Bamberg Economic Research Group.
    47. Malaj, Arben & Mema, Fatmir & Hida, Sybi, 2005. "Albania, financial management in the education system: Higher education," BERG Working Paper Series 54, Bamberg University, Bamberg Economic Research Group.
    48. Lux, Thomas, 1995. "Herd Behaviour, Bubbles and Crashes," Economic Journal, Royal Economic Society, vol. 105(431), pages 881-896, July.
    49. Jenei, György, 2009. "A post-accession crisis? Political developments and public sector modernization in Hungary," BERG Working Paper Series 67, Bamberg University, Bamberg Economic Research Group.
    50. Wrede, Matthias, 1999. "Mobility and reliefs for traveling expenses to work," BERG Working Paper Series 33, Bamberg University, Bamberg Economic Research Group.
    51. Franke, Reiner, 2009. "Applying the method of simulated moments to estimate a small agent-based asset pricing model," Journal of Empirical Finance, Elsevier, vol. 16(5), pages 804-815, December.
    52. William A. Brock & Cars H. Hommes, 1997. "A Rational Route to Randomness," Econometrica, Econometric Society, vol. 65(5), pages 1059-1096, September.
    53. Lackenbauer, Jörg & Wenzel, Heinz-Dieter, 2001. "Zum Stand von Transformations- und EU-Beitrittsprozess in Mittel- und Osteuropa: Eine komparative Analyse," BERG Working Paper Series 37, Bamberg University, Bamberg Economic Research Group.
    54. Malaj, Arben & Mema, Fatmir, 2003. "Strategic privatisation: Its achievements and challenges," BERG Working Paper Series 41, Bamberg University, Bamberg Economic Research Group.
    55. Thiel, Elke, 2004. "European Integration of Albania : Economic Aspects," BERG Working Paper Series 49, Bamberg University, Bamberg Economic Research Group.
    56. Gaber, Stevan, 2010. "Economic implications from deficit finance," BERG Working Paper Series 69, Bamberg University, Bamberg Economic Research Group.
    57. Kremer, Jana, 1999. "Arbeitslosigkeit und Steuerpolitik," BERG Working Paper Series 32, Bamberg University, Bamberg Economic Research Group.
    58. Hommes, Cars H., 2006. "Heterogeneous Agent Models in Economics and Finance," Handbook of Computational Economics, in: Leigh Tesfatsion & Kenneth L. Judd (ed.), Handbook of Computational Economics, edition 1, volume 2, chapter 23, pages 1109-1186, Elsevier.
    59. Nusser, Michael, 1999. "The implications of wage structure rigidity on human capital accumulation, economic growth and unemployment: A Schumpeterian approach to endogenous growth theory," BERG Working Paper Series 28, Bamberg University, Bamberg Economic Research Group.
    60. Reiner Franke, 2008. "A Microfounded Herding Model and Its Estimation On German Survey Expectations," European Journal of Economics and Economic Policies: Intervention, Edward Elgar Publishing, vol. 5(2), pages 301-328.
    61. Kalusche, Johannes, 2010. "Die Auswirkungen der Steuer- und Sozialreformen der Jahre 1999 - 2005 auf die automatischen Stabilisatoren Deutschlands," BERG Working Paper Series 76, Bamberg University, Bamberg Economic Research Group.
    62. Simone Alfarano & Thomas Lux & Friedrich Wagner, 2005. "Estimation of Agent-Based Models: The Case of an Asymmetric Herding Model," Computational Economics, Springer;Society for Computational Economics, vol. 26(1), pages 19-49, August.
    63. Ching-Sheng Mao, 1990. "Hypothesis testing and finite sample properties of generalized method of moments estimators: a Monte Carlo study," Working Paper 90-12, Federal Reserve Bank of Richmond.
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    More about this item

    Keywords

    Method of simulated moments; Moment coverage ratio; Herding; Discrete choice approach; Transition probability approach;
    All these keywords.

    JEL classification:

    • D84 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Expectations; Speculations
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets

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