Learning Machines Supporting Bankruptcy Prediction
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- Juliane Scheffel, 2010. "Honey, I’ll Be Working Late Tonight. The Effect of Individual Work Routines on Leisure Time Synchronization of Couples," SFB 649 Discussion Papers SFB649DP2010-016, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
- Maria Grith & Wolfgang Karl Härdle & Melanie Schienle, 2010. "Nonparametric Estimation of Risk-Neutral Densities," SFB 649 Discussion Papers SFB649DP2010-021, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
- Wolfgang Karl Härdle & Elena Silyakova, 2010. "Volatility Investing with Variance Swaps," SFB 649 Discussion Papers SFB649DP2010-001, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
- Fasten, Erik R. & Hofmann, Dirk, 2010. "Two-sided Certification: The market for Rating Agencies," Discussion Paper Series of SFB/TR 15 Governance and the Efficiency of Economic Systems 338, Free University of Berlin, Humboldt University of Berlin, University of Bonn, University of Mannheim, University of Munich.
- Johanna Kappus & Markus Reiß, 2010.
"Estimation of the characteristics of a Lévy process observed at arbitrary frequency,"
SFB 649 Discussion Papers
SFB649DP2010-015, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
- Johanna Kappus & Markus Reiß, 2011. "Estimation of the characteristics of a Lévy process observed at arbitrary frequency," SFB 649 Discussion Papers SFB649DP2011-027, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
- Ulrich Horst & Traian A. Pirvu & Gonçalo Dos Reis, 2010. "On Securitization, Market Completion and Equilibrium Risk Transfer," SFB 649 Discussion Papers SFB649DP2010-010, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
- Fang Yao, 2010. "Aggregate Hazard Function in Price-Setting: A Bayesian Analysis Using Macro Data," SFB 649 Discussion Papers SFB649DP2010-020, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
- Hautsch, Nikolaus & Hess, Dieter & Veredas, David, 2011.
"The impact of macroeconomic news on quote adjustments, noise, and informational volatility,"
Journal of Banking & Finance, Elsevier, vol. 35(10), pages 2733-2746, October.
- Nikolaus Hautsch & Dieter Hess & David Veredas, 2010. "The impact of macroeconomic news on quote adjustments, noise and informational volatility," Working Papers ECARES 2010-004, ULB -- Universite Libre de Bruxelles.
- Hautsch, Nikolaus & Hess, Dieter E. & Veredas, David, 2010. "The impact of macroeconomic news on quote adjustments, noise, and informational volatility," CFS Working Paper Series 2010/01, Center for Financial Studies (CFS).
- Nikolaus Hautsch & Dieter Hess & David Veredas, 2011. "The impact of macroeconomic news on quote adjustments, noise and informational volatility," ULB Institutional Repository 2013/136190, ULB -- Universite Libre de Bruxelles.
- Nikolaus Hautsch & Dieter Hess & David Veredas, 2010. "The Impact of Macroeconomic News on Quote Adjustments, Noise, and Informational Volatility," SFB 649 Discussion Papers SFB649DP2010-005, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
- Hautsch, Nikolaus & Hess, Dieter E. & Veredas, David, 2011. "The impact of macroeconomic news on quote adjustments, noise, and informational volatility," CFR Working Papers 11-06, University of Cologne, Centre for Financial Research (CFR).
- Ostap Okhrin, 2010. "Fitting high-dimensional Copulae to Data," SFB 649 Discussion Papers SFB649DP2010-022, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
- Wolfgang Karl Härdle & Ya’acov Ritov & Song Song, 2010. "Partial Linear Quantile Regression and Bootstrap Confidence Bands," SFB 649 Discussion Papers SFB649DP2010-002, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
- Ulrich Horst & Felix Naujokat, 2008.
"Illiquidity and Derivative Valuation,"
Papers
0901.0091, arXiv.org.
- Ulrich Horst & Felix Naujokat, 2010. "Illiquidity and Derivative Valuation," SFB 649 Discussion Papers SFB649DP2010-011, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
- Vladimir Panov, 2010. "Non-Gaussian Component Analysis: New Ideas, New Proofs, New Applications," SFB 649 Discussion Papers SFB649DP2010-026, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
- Fiocco Raffaele, 2013.
"The Optimal Institutional Design of Vertically Related Markets with Unknown Upstream Costs,"
Review of Network Economics, De Gruyter, vol. 12(2), pages 183-210, June.
- Raffaele Fiocco, 2010. "The optimal industry structure in a vertically related market," SFB 649 Discussion Papers SFB649DP2010-024, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
- Wolfgang Karl Härdle & Yarema Okhrin & Weining Wang, 2015.
"Uniform Confidence Bands for Pricing Kernels,"
Journal of Financial Econometrics, Oxford University Press, vol. 13(2), pages 376-413.
- Wolfgang Karl Härdle & Yarema Okhrin & Weining Wang, 2010. "Uniform confidence bands for pricing kernels," SFB 649 Discussion Papers SFB649DP2010-003, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
- Hautsch, Nikolaus & Yang, Fuyu, 2012.
"Bayesian inference in a Stochastic Volatility Nelson–Siegel model,"
Computational Statistics & Data Analysis, Elsevier, vol. 56(11), pages 3774-3792.
- Nikolaus Hautsch & Fuyu Yang, 2010. "Bayesian Inference in a Stochastic Volatility Nelson-Siegel Model," SFB 649 Discussion Papers SFB649DP2010-004, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
- Basteck, Christian & Daniëls, Tijmen R. & Heinemann, Frank, 2013.
"Characterising equilibrium selection in global games with strategic complementarities,"
Journal of Economic Theory, Elsevier, vol. 148(6), pages 2620-2637.
- Christian Basteck & Tijmen R. Daniëls & Frank Heinemann, 2010. "Characterising Equilibrium Selection in Global Games with Strategic Complementarities," SFB 649 Discussion Papers SFB649DP2010-008, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
- Christine Binzel & Dietmar Fehr, 2010.
"Social Relationships and Trust,"
Working Papers
542, Economic Research Forum, revised 09 Jan 2010.
- Christine Binzel & Dietmar Fehr, 2010. "Social Relationships and Trust," SFB 649 Discussion Papers SFB649DP2010-028, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
- Christine Binzel & Dietmar Fehr, 2010. "Social Relationships and Trust," Discussion Papers of DIW Berlin 1007, DIW Berlin, German Institute for Economic Research.
- Puriya Abbassi & Dieter Nautz, 2010.
"Monetary Transmission Right from the Start: The (Dis)Connection Between the Money Market and the ECB’s Main Refinancing Rates,"
Working Papers
1011, Gutenberg School of Management and Economics, Johannes Gutenberg-Universität Mainz, revised 15 Jul 2010.
- Abbassi, Puriya & Nautz, Dieter, 2010. "Monetary transmission right from the start: The (dis)connection netween the money market and the ECB's main refinancing rates," Discussion Papers 2010/7, Free University Berlin, School of Business & Economics.
- Erik R. Fasten & Dirk Hofmann, 2010. "Two-sided Certification: The market for Rating Agencies," SFB 649 Discussion Papers SFB649DP2010-007, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
- Mengmeng Guo & Wolfgang Karl Härdle, 2010. "Adaptive Interest Rate Modelling," SFB 649 Discussion Papers SFB649DP2010-029, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.
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More about this item
Keywords
Support Vector Machine; Bankruptcy; Default Probabilities Prediction; Profitability;All these keywords.
JEL classification:
- C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
- G33 - Financial Economics - - Corporate Finance and Governance - - - Bankruptcy; Liquidation
- C45 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Neural Networks and Related Topics
NEP fields
This paper has been announced in the following NEP Reports:- NEP-CMP-2010-06-18 (Computational Economics)
- NEP-FOR-2010-06-18 (Forecasting)
- NEP-ICT-2010-06-18 (Information and Communication Technologies)
- NEP-RMG-2010-06-18 (Risk Management)
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