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Corporate probability of default: a single-index hazard model approach. (English) Zbl 1531.62170

MSC:

62P20 Applications of statistics to economics

Software:

SemiPar; aplore3

References:

[1] Agarwal, V.; Taffler, R., “Comparing the Performance of Market-based and Accounting-based Bankruptcy Prediction Models, Journal of Banking & Finance, 32, 1541-1551 (2008)
[2] Altman, E. I., “Financial Ratios, Discriminant Analysis and the Prediction of Corporate Bankruptcy, The Journal of Finance, 23, 589-609 (1968) · doi:10.1111/j.1540-6261.1968.tb00843.x
[3] Aretz, K.; Florackis, C.; Kostakis, A., “Do Stock Returns Really Decrease with Default Risk? New International Evidence, Management Science, 64, 3821-3842 (2018) · doi:10.1287/mnsc.2016.2712
[4] Blöchlinger, A.; Leippold, M., “Economic Benefit of Powerful Credit Scoring, Journal of Banking & Finance, 30, 851-873 (2006)
[5] Campbell, J. Y.; Hilscher, J.; Szilagyi, J., “In Search of Distress Risk, The Journal of Finance, 63, 2899-2939 (2008) · doi:10.1111/j.1540-6261.2008.01416.x
[6] Carroll, R. J.; Fan, J.; Gijbels, I.; Wand, M. P., “Generalized Partially Linear Single-Index Models, Journal of the American Statistical Association, 92, 477-489 (1997) · Zbl 0890.62053 · doi:10.1080/01621459.1997.10474001
[7] Chava, S.; Jarrow, R. A., “Bankruptcy Prediction with Industry Effects, Review of Finance, 8, 537-569 (2004) · Zbl 1059.91036 · doi:10.1093/rof/8.4.537
[8] Chen, K.; Jin, Z.; Ying, Z., “Semiparametric Analysis of Transformation Models with Censored Data, Biometrika, 89, 659-668 (2002) · Zbl 1039.62094 · doi:10.1093/biomet/89.3.659
[9] Cox, D. R., “Regression Models and Life-Tables, Journal of the Royal Statistical Society, Series B, 34, 187-202 (1972) · doi:10.1111/j.2517-6161.1972.tb00899.x
[10] Da, Z.; Gao, P., “Clientele Change, Liquidity Shock, and the Return on Financially Distressed Stocks, Journal of Financial and Quantitative Analysis, 45, 27-48 (2010) · doi:10.1017/S0022109010000013
[11] Dichev, I. D., “Is the Risk of Bankruptcy a Systematic Risk?, The Journal of Finance, 53, 1131-1147 (1998) · doi:10.1111/0022-1082.00046
[12] Ding, A. A.; Tian, S.; Yu, Y.; Guo, H., “A Class of Discrete Transformation Survival Models with Application to Default Probability Prediction, Journal of the American Statistical Association, 107, 990-1003 (2012) · Zbl 1395.62354 · doi:10.1080/01621459.2012.682806
[13] Fama, E. F.; French, K. R., “Multifactor Explanations of Asset Pricing Anomalies, The Journal of Finance, 51, 55-84 (1996) · doi:10.1111/j.1540-6261.1996.tb05202.x
[14] Fama, E. F.; French, K. R., “A Five-Factor Asset Pricing Model, Journal of Financial Economics, 116, 1-22 (2015)
[15] Gao, P.; Parsons, C. A.; Shen, J., “Global Relation between Financial Distress and Equity Returns, The Review of Financial Studies, 31, 239-277 (2018) · doi:10.1093/rfs/hhx060
[16] George, T. J.; Hwang, C.-Y., “A Resolution of the Distress Risk and Leverage Puzzles in the Cross Section of Stock Returns, Journal of Financial Economics, 96, 56-79 (2010) · doi:10.1016/j.jfineco.2009.11.003
[17] Giordani, P.; Jacobson, T.; Von Schedvin, E.; Villani, M., “Taking the Twists into Account: Predicting Firm Bankruptcy Risk with Splines of Financial Ratios, Journal of Financial and Quantitative Analysis, 49, 1071-1099 (2014) · doi:10.1017/S0022109014000623
[18] Griffin, J. M.; Lemmon, M. L., “Book-to-Market Equity, Distress Risk, and Stock Returns, The Journal of Finance, 57, 2317-2336 (2002) · doi:10.1111/1540-6261.00497
[19] Hosmer Jr, D. W.; Lemeshow, S.; Sturdivant, R. X., Applied Logistic Regression, 398 (2013), Hoboken, NJ: Wiley, Hoboken, NJ · Zbl 1276.62050
[20] Hou, K.; Xue, C.; Zhang, L., “Digesting Anomalies: An Investment Approach, Review of Financial Studies, 28, 650-705 (2015) · doi:10.1093/rfs/hhu068
[21] Huang, J. Z.; Liu, L., “Polynomial Spline Estimation and Inference of Proportional Hazards Regression Models with Flexible Relative Risk Form, Biometrics, 62, 793-802 (2006) · Zbl 1111.62035 · doi:10.1111/j.1541-0420.2005.00519.x
[22] Huang, J. Z.; Su, Y., “Asymptotic Properties of Penalized Spline Estimators in Concave Extended Linear Models: Rates of Convergence, The Annals of Statistics, 49, 3383-3407 (2021) · Zbl 1486.62108 · doi:10.1214/21-AOS2088
[23] Liang, H.; Liu, X.; Li, R.; Tsai, C.-L., “Estimation and Testing for Partially Linear Single-Index Models, The Annals of Statistics, 38, 3811-3836 (2010) · Zbl 1204.62068 · doi:10.1214/10-AOS835
[24] Lu, X.; Chen, G.; Singh, R. S.; Song, K., “A Class of Partially Linear Single-Index Survival Models, Canadian Journal of Statistics, 34, 97-112 (2006) · Zbl 1096.62098 · doi:10.1002/cjs.5550340108
[25] Nielsen, J. P.; Linton, O.; Bickel, P. J., “On a Semiparametric Survival Model with Flexible Covariate Effect, The Annals of Statistics, 26, 215-241 (1998) · Zbl 0953.62107 · doi:10.1214/aos/1030563983
[26] Novy-Marx, R., “The Other Side of Value: The Gross Profitability Premium, Journal of Financial Economics, 108, 1-28 (2013) · doi:10.1016/j.jfineco.2013.01.003
[27] Ruppert, D.; Wand, M. P.; Carroll, R. J., Semiparametric Regression, 12 (2003), Cambridge: Cambridge University Press, Cambridge · Zbl 1038.62042
[28] Scigliuzzo, D.; Saul, J.; Harrington, S. D.; Pogkas, D., “The Covid Bankruptcies: California Pizza to Prom-Dress Retailer (2020)
[29] Shen, L., The 20 Biggest Companies that have Filed for Bankruptcy because of the Coronavirus Pandemic (2020)
[30] Shumway, T., “Forecasting Bankruptcy More Accurately: A Simple Hazard Model, The Journal of Business, 74, 101-124 (2001) · doi:10.1086/209665
[31] Tian, S.; Yu, Y.; Guo, H., “Variable Selection and Corporate Bankruptcy Forecasts, Journal of Banking & Finance, 52, 89-100 (2015)
[32] Vassalou, M.; Xing, Y., “Default Risk in Equity Returns, The Journal of Finance, 59, 831-868 (2004) · doi:10.1111/j.1540-6261.2004.00650.x
[33] Wang, W., “Proportional Hazards Regression Models with Unknown Link Function and Time-Dependent Covariates, Statistica Sinica, 14, 885-905 (2004) · Zbl 1073.62110
[34] Yu, Y.; Ruppert, D., “Penalized Spline Estimation for Partially Linear Single-Index Models, Journal of the American Statistical Association, 97, 1042-1054 (2002) · Zbl 1045.62035 · doi:10.1198/016214502388618861
[35] Yu, Y.; Wu, C.; Zhang, Y., “Penalised Spline Estimation for Generalised Partially Linear Single-Index Models, Statistics and Computing, 27, 571-582 (2017) · Zbl 1505.62438 · doi:10.1007/s11222-016-9639-0
[36] Zeng, D.; Lin, D., “Efficient Estimation of Semiparametric Transformation Models for Counting Processes, Biometrika, 93, 627-640 (2006) · Zbl 1108.62083 · doi:10.1093/biomet/93.3.627
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