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Singular components of shock model copulas. (English) Zbl 1473.62161

Summary: We present a novel approach to the study of singular components for the family of shock induced copulas which is of great importance in many applications. We concentrate on three most known families of these copulas, Marshall (also called Marshall-Olkin), reflected maxmin (RMM for short), and maxmin. Although it is generally believed that “all” shock model copulas are singular, both RMM and maxmin contain nontrivial cases of members that are absolutely continuous. It seems that for the latter family this is observed for the first time.

MSC:

62H05 Characterization and structure theory for multivariate probability distributions; copulas
62N05 Reliability and life testing
60E05 Probability distributions: general theory
60E15 Inequalities; stochastic orderings
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[1] Sklar, A., Fonctions de répartition à \(n\) dimensions et leurs marges, Publ. Inst. Stat. Univ. Paris, 8, 229-231 (1959) · Zbl 0100.14202
[2] Copula Theory and Its Applications, Lecture Notes in Statistics - Proceedings, Vol. 198 (2010), Springer: Springer Berlin Heidelberg · Zbl 1194.62077
[3] (Jaworski, P.; Durante, F.; Härdle, W. K., Copulae in Mathematical and Quantitative Finance. Copulae in Mathematical and Quantitative Finance, Lecture Notes in Statistics - Proceedings, vol. 213 (2013), Springer: Springer Berlin Heidelberg) · Zbl 1268.91005
[4] Durante, F.; Foschi, R.; Spizzichino, F., Ageing function and multivariate notions of NBU and IFR, Probab. Engrg. Inform. Sci., 24, 263-278 (2010) · Zbl 1200.62127
[5] Navarro, J.; del Águila, Y.; Sordo, M. A.; Suárez-Llorens, A., Stochastic ordering properties for systems with dependent identically distributed components, Appl. Stoch. Models Bus. Ind., 29, 264-278 (2013) · Zbl 1291.60042
[6] Navarro, J.; Spizzichino, F., Comparisons of series and parallel systems with components sharing the same copula, Appl. Stoch. Models Bus. Ind., 26, 775-791 (2010) · Zbl 1226.90031
[7] Mai, J.-F.; Scherer, M., Simulating copulas, (Stochastic Models, Sampling Algorithms, and Applications. Stochastic Models, Sampling Algorithms, and Applications, Series in Quantitative Finance, vol. 4 (2012), Imperial College Press: Imperial College Press London) · Zbl 1301.65001
[8] Mai, J.-F.; Scherer, M., Simulating from the copula that generates the maximal probability for a joint default under given (inhomogeneous) marginals, (Melas, V.; Mignani, S.; Monari, P.; Salmaso, L., Topics from the 7th International Workshop on Statistical Simulation. Topics from the 7th International Workshop on Statistical Simulation, Springer Proceedings in Mathematics & Statistics, 114 (2014), Springer), 333-341 · Zbl 1328.62310
[9] Marshall, A. W.; Olkin, I., A multivariate exponential distribution, J. Amer. Stat. Assoc., 62, 30-44 (1967) · Zbl 0147.38106
[10] Genest, C.; MacKay, J., The joy of copulas: Bivariate distributions with uniform marginals, Amer. Statist., 40, 280-283 (1986)
[11] Durante, F.; Fernández Sánchez, J.; Sempi, C., A note on the notion of singular copula, Fuzzy Sets and Systems, 211, 120-122 (2013) · Zbl 1318.62165
[12] Durante, F.; Fernández-Sánchez, J.; Trutschnig, W., On the singular components of a copula, J. Appl. Probab., 52, 4, 1175-1182 (2015) · Zbl 1336.60020
[13] Durante, F.; Fernández-Sánchez, J.; Trutschnig, W., A typical copula is singular, J. Math. Anal. Appl., 430, 517-527 (2015) · Zbl 1329.60012
[14] Nelsen, R. B., An Introduction to Copulas (2006), Springer-Verlag: Springer-Verlag New York · Zbl 1152.62030
[15] Durante, F.; Sempi, C., Principles of Copula Theory (2015), CRC/Chapman & Hall: CRC/Chapman & Hall Boca Raton
[16] Joe, H., Dependence Modeling with Copulas (2014), Chapman & Hall/CRC: Chapman & Hall/CRC London · Zbl 1346.62001
[17] Marshall, A. W., Copulas, marginals, and joint distributions, (Rüschendorf, L.; Schweitzer, B.; Taylor, M. D., Distributions with Fixed Marginals and Related Topics in LMS. Distributions with Fixed Marginals and Related Topics in LMS, Lecture Notes - Monograph Series, 28 (1996)), 213-222
[18] Omladič, M.; Ružić, N., Shock models with recovery option via the maxmin copulas, Fuzzy Sets and Systems, 284, 113-128 (2016) · Zbl 1383.62163
[19] Košir, T.; Omladič, M., Reflected maxmin copulas and modelling quadrant subindependence, Fuzzy Sets and Systems, 378, 125-143 (2020) · Zbl 1464.62284
[20] Durante, F.; Girard, S.; Mazo, G., Copulas based on marshall-olkin machinery, (Cherubini, U.; Durante, F.; Mulinacci, S., Marshall-OlkinDistributions - Advances in Theory and Practice. Marshall-OlkinDistributions - Advances in Theory and Practice, Springer Proceedings in Mathematics & Statistics (2015), Springer), 15-31, Chapter 2 · Zbl 1365.62188
[21] Durante, F.; Girard, S.; Mazo, G., Marshall-Olkin type copulas generated by a global shock, J. Comput. Appl. Math., 296, 638-648 (2016) · Zbl 1328.62305
[22] Durante, F.; Omladič, M.; Oražem, L.; Ružić, N., Shock models with dependence and asymmetric linkages, Fuzzy Sets and Systems, 323, 152-168 (2017) · Zbl 1368.62127
[23] Kamnitui, N.; Trutschnig, W., On some properties of reflected maxmin copulas, Fuzzy Sets and Systems, 393, 53-74 (2020) · Zbl 1452.62350
[24] Kokol Bukovšek, D.; Košir, T.; Mojškerc, B.; Omladič, M., Non-exchangeability of copulas arising from shock models, J. Comput. Appl. Math.. J. Comput. Appl. Math., J. Comp. Appl. Math., 365, 702-83 (2020), (See also Erratum published in and corrected version at https://arxiv.org/abs/1808.09698v4) · Zbl 1415.60016
[25] Kokol Bukovšek, D.; Košir, T.; Mojškerc, B.; Omladič, M., Asymmetric linkages: Maxmin vs. Reflected maxmin copulas, Fuzzy Sets and Systems, 393, 75-95 (2020) · Zbl 1452.60014
[26] Li, X.; Pellerey, F., Generalized Marshall-Olkin distributions and related bivariate aging properties, J. Multivariate Anal., 102, 1399-1409 (2011) · Zbl 1221.60014
[27] Mulinacci, S., Archemedean based Marshall-Olkin distributions and related dependences structures, Method. Comput. Appl. Probab., 20, 205-236 (2018) · Zbl 1392.62047
[28] Durante, F.; Kolesarová, A.; Mesiar, R.; Sempi, C., Semilinear copulas, Fuzzy Sets and Systems, 159, 63-76 (2008) · Zbl 1274.62108
[29] Mathematica, Version 11 (2017), Wolfram Research, Inc.: Wolfram Research, Inc. Champaign, IL
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