IDEAS home Printed from https://ideas.repec.org/p/zbw/sfb649/sfb649dp2011-085.html
   My bibliography  Save this paper

Risk patterns and correlated brain activities: Multidimensional statistical analysis of fMRI data with application to risk patterns

Author

Listed:
  • Myšičková, Alena
  • Song, Song
  • Majer, Piotr
  • Mohr, Peter N. C.
  • Heekeren, Hauke R.
  • Härdle, Wolfgang Karl

Abstract

Decision making usually involves uncertainty and risk. Understanding which parts of the human brain are activated during decisions under risk and which neural processes underly (risky) investment decisions are important goals in neuroeconomics. Here, we reanalyze functional magnetic resonance imaging (fMRI) data on 17 subjects which were exposed to an investment decision task from Mohr et al. (2010b). We obtain a time series of three-dimensional images of the blood-oxygen-level dependent (BOLD) fMRI signals. Our goal is to capture the dynamic behavior of specific brain regions of all subjects in this high-dimensional time series data, by a flexible factor approach resulting in a low dimensional representation. We apply a panel version of the dynamic semiparametric factor model (DSFM) presented in Park et al. (2009) and identify task-related activations in space and dynamics in time. Further, we classify the risk attitudes of all subjects based on the estimated lowdimensional time series. Our classification analysis successfully confirms the estimated risk attitudes derived directly from subjects' decision behavior. Keywords: risk, risk attitude, fMRI, decision making, medial orbifrontal cortex, semiparametric model, factor structure, SVMDecision making usually involves uncertainty and risk. Understanding which parts of the human brain are activated during decisions under risk and which neural processes underly (risky) investment decisions are important goals in neuroeconomics. Here, we reanalyze functional magnetic resonance imaging (fMRI) data on 17 subjects which were exposed to an investment decision task from Mohr et al. (2010b). We obtain a time series of three-dimensional images of the blood-oxygen-level dependent (BOLD) fMRI signals. Our goal is to capture the dynamic behavior of specific brain regions of all subjects in this high-dimensional time series data, by a exible factor approach resulting in a low dimensional representation. We apply a panel version of the dynamic semiparametric factor model (DSFM) presented in Park et al. (2009) and identify task-related activations in space and dynamics in time. Further, we classify the risk attitudes of all subjects based on the estimated lowdimensional time series. Our classification analysis successfully confirms the estimated risk attitudes derived directly from subjects' decision behavior.

Suggested Citation

  • Myšičková, Alena & Song, Song & Majer, Piotr & Mohr, Peter N. C. & Heekeren, Hauke R. & Härdle, Wolfgang Karl, 2011. "Risk patterns and correlated brain activities: Multidimensional statistical analysis of fMRI data with application to risk patterns," SFB 649 Discussion Papers 2011-085, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
  • Handle: RePEc:zbw:sfb649:sfb649dp2011-085
    as

    Download full text from publisher

    File URL: https://www.econstor.eu/bitstream/10419/56715/1/678402892.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. repec:hum:wpaper:sfb649dp2011-045 is not listed on IDEAS
    2. Lin, Lu & Li, Feng & Zhu, Lixing & Härdle, Wolfgang Karl, 2010. "Mean volatility regressions," SFB 649 Discussion Papers 2011-003, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    3. Mammen, Enno & Rothe, Christoph & Schienle, Melanie, 2016. "Semiparametric Estimation With Generated Covariates," Econometric Theory, Cambridge University Press, vol. 32(5), pages 1140-1177, October.
    4. Bocart, Fabian Y.R.P. & Hafner, Christian M., 2012. "Econometric analysis of volatile art markets," Computational Statistics & Data Analysis, Elsevier, vol. 56(11), pages 3091-3104.
    5. Yao, Fang, 2011. "Monetary policy, trend inflation and inflation Persistence," SFB 649 Discussion Papers 2011-008, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    6. Yuedong Wang, 1998. "Mixed effects smoothing spline analysis of variance," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 60(1), pages 159-174.
    7. repec:hum:wpaper:sfb649dp2011-021 is not listed on IDEAS
    8. repec:hum:wpaper:sfb649dp2011-078 is not listed on IDEAS
    9. Fehr, Dietmar & Heinemann, Frank & Llorente-Saguer, Aniol, 2019. "The power of sunspots: An experimental analysis," Journal of Monetary Economics, Elsevier, vol. 103(C), pages 123-136.
    10. Raffaele Fiocco & Mario Gilli, 2012. "Bargaining and Collusion in a Regulatory Model," Chapters, in: Joseph E. Harrington Jr & Yannis Katsoulacos (ed.), Recent Advances in the Analysis of Competition Policy and Regulation, chapter 12, Edward Elgar Publishing.
    11. repec:hum:wpaper:sfb649dp2011-072 is not listed on IDEAS
    12. repec:hum:wpaper:sfb649dp2011-059 is not listed on IDEAS
    13. Klinke, Sigbert, 2011. "Developing web-based tools for the teaching of statistics: Our wikis and the German Wikipedia," SFB 649 Discussion Papers 2011-030, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    14. Wolfgang Karl Hardle and Maria Osipenko, 2012. "Spatial Risk Premium on Weather Derivatives and Hedging Weather Exposure in Electricity," The Energy Journal, International Association for Energy Economics, vol. 0(Number 2).
    15. Hofmann, Dirk & Qari, Salmai, 2011. "The law of attraction bilateral search and horizontal heterogeneity," SFB 649 Discussion Papers 2011-017, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    16. Anand, Kartik & Gai, Prasanna & Marsili, Matteo, 2012. "Rollover risk, network structure and systemic financial crises," Journal of Economic Dynamics and Control, Elsevier, vol. 36(8), pages 1088-1100.
    17. repec:hum:wpaper:sfb649dp2011-067 is not listed on IDEAS
    18. Fiocco, Raffaele, 2011. "Competition and regulation in a differentiated good market," SFB 649 Discussion Papers 2011-084, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    19. Fedorets, Alexandra, 2011. "Time-varying occupational contents: An additional link between occupational task profiles and individual wages," SFB 649 Discussion Papers 2011-074, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    20. Till Strohsal & Enzo Weber, 2014. "Mean-variance cointegration and the expectations hypothesis," Quantitative Finance, Taylor & Francis Journals, vol. 14(11), pages 1983-1997, November.
    21. repec:hum:wpaper:sfb649dp2011-037 is not listed on IDEAS
    22. Mohr, Peter N. C. & Biele, Guido & Heekeren, Hauke R., 2010. "Neural Processing of Risk," SFB 649 Discussion Papers 2010-065, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    23. Wensheng Guo, 2002. "Functional Mixed Effects Models," Biometrics, The International Biometric Society, vol. 58(1), pages 121-128, March.
    24. Mechtenberg, Lydia & Münster, Johannes, 2012. "A strategic mediator who is biased in the same direction as the expert can improve information transmission," Economics Letters, Elsevier, vol. 117(2), pages 490-492.
    25. Heyne, Gregor & Kupper, Michael & Mainberger, Christoph, 2011. "Minimal supersolutions of BSDEs with lower semicontinuous generations," SFB 649 Discussion Papers 2011-067, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    26. repec:hum:wpaper:sfb649dp2011-030 is not listed on IDEAS
    27. repec:hum:wpaper:sfb649dp2011-082 is not listed on IDEAS
    28. Santiago Moreno-Bromberg & Luca Taschini, 2011. "Pollution permits, Strategic Trading and Dynamic Technology Adoption," Papers 1103.2914, arXiv.org.
    29. repec:hum:wpaper:sfb649dp2011-001 is not listed on IDEAS
    30. Naujokat, Felix & Horst, Ulrich, 2011. "When to cross the spread: Curve following with singular control," SFB 649 Discussion Papers 2011-053, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    31. repec:hum:wpaper:sfb649dp2011-013 is not listed on IDEAS
    32. Wolfgang Karl Härdle & Brenda López Cabrera & Ostap Okhrin & Weining Wang, 2016. "Localizing Temperature Risk," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 111(516), pages 1491-1508, October.
    33. repec:hum:wpaper:sfb649dp2011-057 is not listed on IDEAS
    34. Dietmar Fehr & Julia Schmid, 2018. "Exclusion in all‐pay auctions: An experimental investigation," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 27(2), pages 326-339, June.
    35. repec:hum:wpaper:sfb649dp2011-063 is not listed on IDEAS
    36. Nikolaus Hautsch & Julia Schaumburg & Melanie Schienle, 2015. "Financial Network Systemic Risk Contributions," Review of Finance, European Finance Association, vol. 19(2), pages 685-738.
    37. repec:hum:wpaper:sfb649dp2011-083 is not listed on IDEAS
    38. Michael C. Burda & Jennifer Hunt, 2011. "What Explains the German Labor Market Miracle in the Great Recession," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 42(1 (Spring), pages 273-335.
    39. Duran, Esra Akdeniz & Guo, Mengmeng & Härdle, Wolfgang Karl, 2010. "A confidence corridor for expectile functions," SFB 649 Discussion Papers 2011-004, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    40. Anand, Kartik & Gai, Prasanna & Kapadia, Sujit & Brennan, Simon & Willison, Matthew, 2013. "A network model of financial system resilience," Journal of Economic Behavior & Organization, Elsevier, vol. 85(C), pages 219-235.
    41. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    42. repec:hum:wpaper:sfb649dp2011-040 is not listed on IDEAS
    43. Beresford, Alastair R. & Kübler, Dorothea & Preibusch, Sören, 2012. "Unwillingness to pay for privacy: A field experiment," Economics Letters, Elsevier, vol. 117(1), pages 25-27.
    44. Mohr, Peter N. C. & Heekeren, Hauke R. & Li, Shu-Chen, 2010. "Variability in brain activity as an individual difference measure in neuroscience?," SFB 649 Discussion Papers 2010-064, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    45. repec:hum:wpaper:sfb649dp2011-017 is not listed on IDEAS
    46. repec:hum:wpaper:sfb649dp2011-003 is not listed on IDEAS
    47. Härdle, Wolfgang Karl & Osipenko, Maria, 2011. "Pricing Chinese rain: A multisite mulit-period equilibrium pricing model for rainfall derivatives," SFB 649 Discussion Papers 2011-055, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    48. Meyer-Gohde, Alexander, 2011. "Sticky information and determinacy," SFB 649 Discussion Papers 2011-006, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    49. Schneider, Dorothee, 2011. "Monitoring, information technology and the labor share," SFB 649 Discussion Papers 2011-066, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    50. Luc Bauwens & Christian M. Hafner & Diane Pierret, 2013. "Multivariate Volatility Modeling Of Electricity Futures," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 28(5), pages 743-761, August.
    51. repec:hum:wpaper:sfb649dp2011-055 is not listed on IDEAS
    52. repec:hum:wpaper:sfb649dp2011-006 is not listed on IDEAS
    53. repec:hum:wpaper:sfb649dp2011-048 is not listed on IDEAS
    54. Scheffel, Juliane, 2011. "How do unusual working schedules affect social life?," SFB 649 Discussion Papers 2011-025, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    55. Gach, Florian & Nickl, Richard & Spokoiny, Vladimir, 2011. "Spatially adaptive density estimation by localised Haar projections," SFB 649 Discussion Papers 2011-078, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    56. repec:hum:wpaper:sfb649dp2011-010 is not listed on IDEAS
    57. repec:hum:wpaper:sfb649dp2011-042 is not listed on IDEAS
    58. Bindseil, Ulrich & König, Philipp Johann, 2011. "The economics of TARGET2 balances," SFB 649 Discussion Papers 2011-035, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    59. Hautsch, Nikolaus & Kyj, Lada M. & Malec, Peter, 2011. "The merit of high-frequency data in portfolio allocation," SFB 649 Discussion Papers 2011-059, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    60. Cheridito, Patrick & Horst, Ulrich & Kupper, Michael & Pirvu, Traian A., 2011. "Equilibrium pricing in incomplete markets under translation invariant preferences," SFB 649 Discussion Papers 2011-083, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    61. Yao, Fang, 2011. "Monetary Policy, Trend Inflation and Inflation Persistence," VfS Annual Conference 2011 (Frankfurt, Main): The Order of the World Economy - Lessons from the Crisis 48718, Verein für Socialpolitik / German Economic Association.
    62. repec:hum:wpaper:sfb649dp2011-074 is not listed on IDEAS
    63. repec:hum:wpaper:sfb649dp2011-025 is not listed on IDEAS
    64. repec:hum:wpaper:sfb649dp2011-033 is not listed on IDEAS
    65. repec:hum:wpaper:sfb649dp2011-035 is not listed on IDEAS
    66. repec:hum:wpaper:sfb649dp2011-053 is not listed on IDEAS
    67. Song Song & Peter J. Bickel, 2011. "Large Vector Auto Regressions," Papers 1106.3915, arXiv.org.
    68. Bindseil, Ulrich & Lamoot, Jeroen, 2011. "The Basel III framework for liquidity standards and monetary policy implementation," SFB 649 Discussion Papers 2011-041, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    69. Schneider, Dorothee, 2011. "The labor share: A review of theory and evidence," SFB 649 Discussion Papers 2011-069, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    70. repec:hum:wpaper:sfb649dp2011-077 is not listed on IDEAS
    71. Chen, Ray-Bing & Chen, Ying & Härdle, Wolfgang Karl, 2011. "TVICA - time varying independent component analysis and its application to financial data," SFB 649 Discussion Papers 2011-054, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    72. repec:hum:wpaper:sfb649dp2011-022 is not listed on IDEAS
    73. repec:hum:wpaper:sfb649dp2011-071 is not listed on IDEAS
    74. repec:hum:wpaper:sfb649dp2011-046 is not listed on IDEAS
    75. Biele, Guido & Rieskamp, Jörg & Krugel, Lea K. & Heekeren, Hauke R., 2011. "The neural basis of following advice," SFB 649 Discussion Papers 2011-038, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    76. repec:hum:wpaper:sfb649dp2011-024 is not listed on IDEAS
    77. Park, Soyoung Q & Kahnt, Thorsten & Rieskamp, Jörg & Heekeren, Hauke R., 2011. "Neurobiology of value integration: When value impacts valuation," SFB 649 Discussion Papers 2011-037, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    78. repec:hum:wpaper:sfb649dp2011-051 is not listed on IDEAS
    79. Akdeniz Duran, Esra & Härdle, Wolfgang Karl & Osipenko, Maria, 2012. "Difference based ridge and Liu type estimators in semiparametric regression models," Journal of Multivariate Analysis, Elsevier, vol. 105(1), pages 164-175.
    80. Stahlschmidt, Stephan & Tausendteufel, Helmut & Härdle, Wolfgang Karl, 2011. "Bayesian Networks and sex-related homicides," SFB 649 Discussion Papers 2011-045, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    81. repec:hum:wpaper:sfb649dp2010-065 is not listed on IDEAS
    82. Hautsch, Nikolaus & Huang, Ruihong, 2011. "Limit order flow, market impact and optimal order sizes: Evidence from NASDAQ TotalView-ITCH data," SFB 649 Discussion Papers 2011-056, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    83. repec:hum:wpaper:sfb649dp2011-070 is not listed on IDEAS
    84. Belitz, Heike & Clemens, Marius & von Hirschhausen, Christian & Schmidt-Ehmcke, Jens & Werwatz, Axel & Zloczysti, Petra, 2011. "An indicator for national systems of innovation: Methodology and application to 17 industrialized countries," SFB 649 Discussion Papers 2011-036, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    85. repec:hum:wpaper:sfb649dp2011-080 is not listed on IDEAS
    86. Fiocco, Raffaele & Scarpa, Carlo, 2011. "The regulation of interdependent markets," SFB 649 Discussion Papers 2011-046, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    87. Liu, Xiaoliang & Xu, Wei & Odening, Martin, 2011. "Can crop yield risk be globally diversified?," SFB 649 Discussion Papers 2011-018, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    88. Fedorets, Alexandra, 2011. "Changes in occupational demand structure and their impact on individual wages," SFB 649 Discussion Papers 2011-075, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    89. repec:hum:wpaper:sfb649dp2011-038 is not listed on IDEAS
    90. repec:hum:wpaper:sfb649dp2011-029 is not listed on IDEAS
    91. repec:hum:wpaper:sfb649dp2011-008 is not listed on IDEAS
    92. repec:hum:wpaper:sfb649dp2011-075 is not listed on IDEAS
    93. repec:hum:wpaper:sfb649dp2011-009 is not listed on IDEAS
    94. repec:hum:wpaper:sfb649dp2011-014 is not listed on IDEAS
    95. repec:hum:wpaper:sfb649dp2011-007 is not listed on IDEAS
    96. Cebiroğlu, Gökhan & Horst, Ulrich, 2011. "Optimal display of Iceberg orders," SFB 649 Discussion Papers 2011-057, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    97. repec:hum:wpaper:sfb649dp2011-064 is not listed on IDEAS
    98. repec:hum:wpaper:sfb649dp2011-066 is not listed on IDEAS
    99. repec:hum:wpaper:sfb649dp2011-049 is not listed on IDEAS
    100. Wang, Weining & Bobojonov, Ihtiyor & Härdle, Wolfgang Karl & Odening, Martin, 2011. "Increasing weather risk: Fact of fiction?," SFB 649 Discussion Papers 2011-077, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    101. repec:hum:wpaper:sfb649dp2011-084 is not listed on IDEAS
    102. Diederichs, Elmar & Juditsky, Anatoli & Nemirovski, Arkadi & Spokoiny, Vladimir, 2011. "Sparse non Gaussian component analysis by semidefinite programming," SFB 649 Discussion Papers 2011-080, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    103. Reiß, Markus & Rozenholc, Yves & Cuenod, Charles A., 2011. "Pointwise adaptive estimation for quantile regression," SFB 649 Discussion Papers 2011-029, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    104. Bibinger, Markus, 2011. "Asymptotics of asynchronicity," SFB 649 Discussion Papers 2011-033, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    105. Härdle, Wolfgang Karl & Spokoiny, Vladimir & Wang, Weining, 2010. "Local quantile regression," SFB 649 Discussion Papers 2011-005, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    106. repec:hum:wpaper:sfb649dp2011-041 is not listed on IDEAS
    107. Alexander Klos & Elke U. Weber & Martin Weber, 2005. "Investment Decisions and Time Horizon: Risk Perception and Risk Behavior in Repeated Gambles," Management Science, INFORMS, vol. 51(12), pages 1777-1790, December.
    108. Diels, Jana Luisa & Wiebach, Nicole, 2011. "Customer reactions in Out-of-Stock situations: Do promotion-induced phantom positions alleviate the similarity substitution hypothsis?," SFB 649 Discussion Papers 2011-021, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    109. repec:hum:wpaper:sfb649dp2011-004 is not listed on IDEAS
    110. Fehr, Dietmar & Schmid, Julia, 2011. "Exclusion in the all-pay auction: An experimental investigation," SFB 649 Discussion Papers 2011-009, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    111. Horst, Ulrich & Kupper, Michael & Macrina, Andrea & Mainberger, Christoph, 2011. "Continuous equilibrium under base preferences and attainable initial endowments," SFB 649 Discussion Papers 2011-082, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    112. repec:hum:wpaper:sfb649dp2011-012 is not listed on IDEAS
    113. Bunk, Patrick, 2011. "News-driven business cycles in SVARs," SFB 649 Discussion Papers 2011-040, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    114. Scheffel, Juliane, 2011. "Identifying the effect of temporal work flexibility on parental time with children," SFB 649 Discussion Papers 2011-024, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    115. repec:hum:wpaper:sfb649dp2011-018 is not listed on IDEAS
    116. repec:hum:wpaper:sfb649dp2011-054 is not listed on IDEAS
    117. Park, Byeong U. & Mammen, Enno & Härdle, Wolfgang & Borak, Szymon, 2009. "Time Series Modelling With Semiparametric Factor Dynamics," Journal of the American Statistical Association, American Statistical Association, vol. 104(485), pages 284-298.
    118. Meyer-Gohde, Alexander, 2011. "Monetary policy, determinacy, and the natural rate hypothesis," SFB 649 Discussion Papers 2011-049, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    119. repec:hum:wpaper:sfb649dp2011-069 is not listed on IDEAS
    120. repec:hum:wpaper:sfb649dp2011-056 is not listed on IDEAS
    121. Herrera, Rodrigo & Schipp, Bernhard, 2011. "Extreme value models in a conditional duration intensity framework," SFB 649 Discussion Papers 2011-022, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    122. repec:hum:wpaper:sfb649dp2007-023 is not listed on IDEAS
    123. repec:hum:wpaper:sfb649dp2010-064 is not listed on IDEAS
    124. repec:hum:wpaper:sfb649dp2011-005 is not listed on IDEAS
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Stefan Trück & Wolfgang Härdle & Rafal Weron, 2012. "The relationship between spot and futures CO2 emission allowance prices in the EU-ETS," HSC Research Reports HSC/12/02, Hugo Steinhaus Center, Wroclaw University of Science and Technology.

    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. repec:hum:wpaper:sfb649dp2011-085 is not listed on IDEAS
    2. Cheridito, Patrick & Horst, Ulrich & Kupper, Michael & Pirvu, Traian A., 2011. "Equilibrium pricing in incomplete markets under translation invariant preferences," SFB 649 Discussion Papers 2011-083, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    3. repec:hum:wpaper:sfb649dp2011-083 is not listed on IDEAS
    4. Horst, Ulrich & Kupper, Michael & Macrina, Andrea & Mainberger, Christoph, 2011. "Continuous equilibrium under base preferences and attainable initial endowments," SFB 649 Discussion Papers 2011-082, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    5. repec:hum:wpaper:sfb649dp2011-082 is not listed on IDEAS
    6. Nikolaus Hautsch & Julia Schaumburg & Melanie Schienle, 2015. "Financial Network Systemic Risk Contributions," Review of Finance, European Finance Association, vol. 19(2), pages 685-738.
    7. repec:hum:wpaper:sfb649dp2011-072 is not listed on IDEAS
    8. Bocart, Fabian Y.R.P. & Hafner, Christian M., 2012. "Econometric analysis of volatile art markets," Computational Statistics & Data Analysis, Elsevier, vol. 56(11), pages 3091-3104.
    9. repec:hum:wpaper:sfb649dp2011-084 is not listed on IDEAS
    10. Fiocco, Raffaele, 2011. "Competition and regulation in a differentiated good market," SFB 649 Discussion Papers 2011-084, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    11. repec:hum:wpaper:sfb649dp2011-071 is not listed on IDEAS
    12. Schneider, Dorothee, 2011. "The labor share: A review of theory and evidence," SFB 649 Discussion Papers 2011-069, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    13. repec:hum:wpaper:sfb649dp2011-069 is not listed on IDEAS
    14. Heyne, Gregor & Kupper, Michael & Mainberger, Christoph, 2011. "Minimal supersolutions of BSDEs with lower semicontinuous generations," SFB 649 Discussion Papers 2011-067, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    15. repec:hum:wpaper:sfb649dp2011-067 is not listed on IDEAS
    16. Mammen, Enno & Rothe, Christoph & Schienle, Melanie, 2016. "Semiparametric Estimation With Generated Covariates," Econometric Theory, Cambridge University Press, vol. 32(5), pages 1140-1177, October.
    17. repec:hum:wpaper:sfb649dp2011-064 is not listed on IDEAS
    18. Tischer, Sven & Hildebrandt, Lutz, 2011. "Linking corporate reputation and shareholder value using the publication of reputation rankings," SFB 649 Discussion Papers 2011-065, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    19. repec:hum:wpaper:sfb649dp2011-065 is not listed on IDEAS
    20. Luc Bauwens & Christian M. Hafner & Diane Pierret, 2013. "Multivariate Volatility Modeling Of Electricity Futures," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 28(5), pages 743-761, August.
    21. repec:hum:wpaper:sfb649dp2011-063 is not listed on IDEAS
    22. Aurélie Bertrand & Christian Hafner, 2014. "On heterogeneous latent class models with applications to the analysis of rating scores," Computational Statistics, Springer, vol. 29(1), pages 307-330, February.
    23. repec:hum:wpaper:sfb649dp2011-062 is not listed on IDEAS
    24. repec:hum:wpaper:sfb649dp2011-058 is not listed on IDEAS
    25. Kratz, Peter & Schöneborn, Torsten, 2011. "Optimal liquidation in dark pools," SFB 649 Discussion Papers 2011-058, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    26. repec:hum:wpaper:sfb649dp2011-056 is not listed on IDEAS
    27. Chen, Ray-Bing & Chen, Ying & Härdle, Wolfgang Karl, 2011. "TVICA - time varying independent component analysis and its application to financial data," SFB 649 Discussion Papers 2011-054, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    28. repec:hum:wpaper:sfb649dp2011-054 is not listed on IDEAS
    29. Härdle, Wolfgang Karl & Osipenko, Maria, 2011. "Pricing Chinese rain: A multisite mulit-period equilibrium pricing model for rainfall derivatives," SFB 649 Discussion Papers 2011-055, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    30. Hautsch, Nikolaus & Huang, Ruihong, 2011. "Limit order flow, market impact and optimal order sizes: Evidence from NASDAQ TotalView-ITCH data," SFB 649 Discussion Papers 2011-056, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    31. repec:hum:wpaper:sfb649dp2011-055 is not listed on IDEAS
    32. Anand, Kartik & Gai, Prasanna & Marsili, Matteo, 2012. "Rollover risk, network structure and systemic financial crises," Journal of Economic Dynamics and Control, Elsevier, vol. 36(8), pages 1088-1100.
    33. repec:hum:wpaper:sfb649dp2011-053 is not listed on IDEAS
    34. repec:hum:wpaper:sfb649dp2011-052 is not listed on IDEAS
    35. Cebiroğlu, Gökhan & Horst, Ulrich, 2011. "Optimal display of Iceberg orders," SFB 649 Discussion Papers 2011-057, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    36. Naujokat, Felix & Horst, Ulrich, 2011. "When to cross the spread: Curve following with singular control," SFB 649 Discussion Papers 2011-053, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    37. repec:hum:wpaper:sfb649dp2011-057 is not listed on IDEAS
    38. Meyer-Gohde, Alexander, 2011. "Monetary policy, determinacy, and the natural rate hypothesis," SFB 649 Discussion Papers 2011-049, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    39. repec:hum:wpaper:sfb649dp2011-049 is not listed on IDEAS
    40. Raffaele Fiocco & Mario Gilli, 2012. "Bargaining and Collusion in a Regulatory Model," Chapters, in: Joseph E. Harrington Jr & Yannis Katsoulacos (ed.), Recent Advances in the Analysis of Competition Policy and Regulation, chapter 12, Edward Elgar Publishing.

    More about this item

    Keywords

    risk; risk attitude; fMRI; decision making; medial orbifrontal cortex; semiparametric model; factor structure; SVM;
    All these keywords.

    JEL classification:

    • D8 - Microeconomics - - Information, Knowledge, and Uncertainty
    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • C3 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:zbw:sfb649:sfb649dp2011-085. 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: ZBW - Leibniz Information Centre for Economics (email available below). General contact details of provider: https://edirc.repec.org/data/sohubde.html .

    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.