Markov Chain K-Means Cluster Models and Their Use for Companies’ Credit Quality and Default Probability Estimation
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- Valerie R. Bencivenga & Bruce D. Smith, 1991.
"Financial Intermediation and Endogenous Growth,"
The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 195-209.
- Bencivenga, V.R. & Smith, B.D., 1988. "Financial Intermediation And Endogenous Growth," RCER Working Papers 124, University of Rochester - Center for Economic Research (RCER).
- N. Berger, Allen & F. Udell, Gregory, 1998.
"The economics of small business finance: The roles of private equity and debt markets in the financial growth cycle,"
Journal of Banking & Finance, Elsevier, vol. 22(6-8), pages 613-673, August.
- Allen N. Berger & Gregory F. Udell, 1998. "The economics of small business finance: the roles of private equity and debt markets in the financial growth cycle," Finance and Economics Discussion Series 1998-15, Board of Governors of the Federal Reserve System (U.S.).
- Robert E. McCulloch & Ruey S. Tsay, 1994. "Statistical Analysis Of Economic Time Series Via Markov Switching Models," Journal of Time Series Analysis, Wiley Blackwell, vol. 15(5), pages 523-539, September.
- M. Tudela & G. Young, 2005.
"A Merton-Model Approach To Assessing The Default Risk Of Uk Public Companies,"
International Journal of Theoretical and Applied Finance (IJTAF), World Scientific Publishing Co. Pte. Ltd., vol. 8(06), pages 737-761.
- Tudela, Merxe & Garry Young, 2003. "A Merton Model Approach to Assessing the Default Risk of UK Public Companies," Royal Economic Society Annual Conference 2003 207, Royal Economic Society.
- Merxe Tudela & Garry Young, 2003. "A Merton-model approach to assessing the default risk of UK public companies," Bank of England working papers 194, Bank of England.
- Merton, Robert C, 1974.
"On the Pricing of Corporate Debt: The Risk Structure of Interest Rates,"
Journal of Finance, American Finance Association, vol. 29(2), pages 449-470, May.
- Merton, Robert C., 1973. "On the pricing of corporate debt: the risk structure of interest rates," Working papers 684-73., Massachusetts Institute of Technology (MIT), Sloan School of Management.
- Tobias Adrian & Hyun Song Shin, 2008. "Liquidity, monetary policy, and financial cycles," Current Issues in Economics and Finance, Federal Reserve Bank of New York, vol. 14(Jan).
- Hamilton, James D, 1989. "A New Approach to the Economic Analysis of Nonstationary Time Series and the Business Cycle," Econometrica, Econometric Society, vol. 57(2), pages 357-384, March.
- Tobias Adrian & Hyun Song Shin, 2008. "Liquidity and financial cycles," BIS Working Papers 256, Bank for International Settlements.
- Amir Ahmad Dar & N. Anuradha & Shahid Qadir, 2019. "Estimating probabilities of default of different firms and the statistical tests," Journal of Global Entrepreneurship Research, Springer;UNESCO Chair in Entrepreneurship, vol. 9(1), pages 1-15, December.
- Hyman P. Minsky, 1992. "The Financial Instability Hypothesis," Economics Working Paper Archive wp_74, Levy Economics Institute.
- Afik, Zvika & Arad, Ohad & Galil, Koresh, 2016. "Using Merton model for default prediction: An empirical assessment of selected alternatives," Journal of Empirical Finance, Elsevier, vol. 35(C), pages 43-67.
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Keywords
homogeneous markov chains; k-means; credit risk; default clusters;All these keywords.
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