An asset – liability management stochastic program of a leasing company
Kybernetika (2018)
- Volume: 54, Issue: 6, page 1247-1263
- ISSN: 0023-5954
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topRusý, Tomáš, and Kopa, Miloš. "An asset – liability management stochastic program of a leasing company." Kybernetika 54.6 (2018): 1247-1263. <http://eudml.org/doc/294429>.
@article{Rusý2018,
abstract = {We build a multi-stage stochastic program of an asset-liability management problem of a leasing company, analyse model results and present a stress-testing methodology suited for financial applications. At the beginning, the business model of such a company is formulated. We introduce three various risk constraints, namely the chance constraint, the Value-at-Risk constraint and the conditional Value-at-Risk constraint along with the second-order stochastic dominance constraint, which are applied to the model to control risk of the optimal strategy. We also present the structure and the generation process of our scenarios. To capture the evolution of interest rates the Hull-White model is used. Thereafter, results of the model and the effect of the risk constraints on the optimal decisions are thoroughly investigated. In the final part, the performance of the optimal solutions of the problems for unconsidered and unfavourable crisis scenarios is inspected. The methodology of a stress test we used was proposed in such a way that it answers typical questions asked by asset-liability managers.},
author = {Rusý, Tomáš, Kopa, Miloš},
journal = {Kybernetika},
keywords = {asset-liability management; multi-stage stochastic programming; stress test},
language = {eng},
number = {6},
pages = {1247-1263},
publisher = {Institute of Information Theory and Automation AS CR},
title = {An asset – liability management stochastic program of a leasing company},
url = {http://eudml.org/doc/294429},
volume = {54},
year = {2018},
}
TY - JOUR
AU - Rusý, Tomáš
AU - Kopa, Miloš
TI - An asset – liability management stochastic program of a leasing company
JO - Kybernetika
PY - 2018
PB - Institute of Information Theory and Automation AS CR
VL - 54
IS - 6
SP - 1247
EP - 1263
AB - We build a multi-stage stochastic program of an asset-liability management problem of a leasing company, analyse model results and present a stress-testing methodology suited for financial applications. At the beginning, the business model of such a company is formulated. We introduce three various risk constraints, namely the chance constraint, the Value-at-Risk constraint and the conditional Value-at-Risk constraint along with the second-order stochastic dominance constraint, which are applied to the model to control risk of the optimal strategy. We also present the structure and the generation process of our scenarios. To capture the evolution of interest rates the Hull-White model is used. Thereafter, results of the model and the effect of the risk constraints on the optimal decisions are thoroughly investigated. In the final part, the performance of the optimal solutions of the problems for unconsidered and unfavourable crisis scenarios is inspected. The methodology of a stress test we used was proposed in such a way that it answers typical questions asked by asset-liability managers.
LA - eng
KW - asset-liability management; multi-stage stochastic programming; stress test
UR - http://eudml.org/doc/294429
ER -
References
top- Artzner, P., Delbaen, F., Eber, J M., Heath, D., 10.1111/1467-9965.00068, Math. Finance 3 (1999), 203-228. MR1850791DOI10.1111/1467-9965.00068
- Brigo, D., Mercurio, F., Interest Rate Models - Theory and Practice with Smile, Inflation and Credit. (Second edition.), Springer Verlag, Berlin 2001. MR1846525
- Broeders, D., Chen, A., Koos, B., An Institutional Evaluation of Pension Funds and Life Insurance Companies., De Nederlandsche Bank, 2009.
- Carino, D. R., Kent, T., Myers, D. H., Stacy, C., Sylvanus, M., Turner, A. L., Watanabe, K., Ziemba, W. T., 10.1287/inte.24.1.29, Interfaces 24 (1994), 1, 29-49. DOI10.1287/inte.24.1.29
- Chen, R. R., Scott, L., 10.3905/jfi.1993.408090, J. Fixed Incom. 3 (1003),14-31. DOI10.3905/jfi.1993.408090
- Cox, J. C., Ingersoll, J. E., Ross, S A., 10.2307/1911242, Econometrica 53 (1985), 385-407. Zbl1274.91447MR0785475DOI10.2307/1911242
- Dempster, M. A. H., Ireland, A. M., 10.1007/978-3-642-73489-2_11, In: Data, Expert Knowledge and Decisions, Springer 1988, pp. 116-127. DOI10.1007/978-3-642-73489-2_11
- Dentcheva, D., Ruszczynski, A., 10.1137/s1052623402420528, SIAM J. Optim. 14 (2003), 2, 548-566. MR2048155DOI10.1137/s1052623402420528
- Dert, C. L., Asset Liability Management for Pension Funds: A Multistage Chance Constrained Programming Approach., PhD Thesis, Erasmus University, Rotterdam 1995.
- Dupačová, J., Kopa, M., , Ann. Oper. Res. 200 (2012), 1, 55-74. MR2989600DOI
- Dupačová, J., Kopa, M., 10.1016/j.ejor.2013.06.018, Europ. J. Oper- Res. 234 (2014), 434-441. MR3144732DOI10.1016/j.ejor.2013.06.018
- Dupačová, J., 10.1007/bfb0121117, Math. Programm. Study 27 (1986), 133-144. MR0836754DOI10.1007/bfb0121117
- Dupačová, J., 10.1007/3-540-35262-7_2, In: Coping with Uncertainty: Modeling and Policy Issues (K. Marti, Y. Ermoliev, M. Makowski, and G. Pflug, eds.), Springer, Berlin 2006, pp. 29-46. MR2278935DOI10.1007/3-540-35262-7_2
- Dupačová, J., Kozmík, V., Stress testing for risk-averse stochastic programs., Acta Math. Univ. Comenianae LXXXIV (2015), 2, 205-217. MR3400375
- Dupačová, J., Polívka, J., 10.1007/s10479-008-0358-6, Ann. Oper. Res. 165 (2009), 5-28. MR2470980DOI10.1007/s10479-008-0358-6
- Geyer, A., Ziemba, W. T., 10.1287/opre.1080.0564, Oper. Res. 56 (2008), 4, 797-810. MR2454099DOI10.1287/opre.1080.0564
- Hadar, J., Russell, W. R., Rules for ordering uncertain prospects., Amer. Econom. Rev. 59 (1969), 25-34.
- Hardy, G. H., Littlewood, J. E., Polya, G., 10.1017/s0025557200027455, Cambridge University Press, Cambridge 1934. Zbl0634.26008MR0944909DOI10.1017/s0025557200027455
- Hoyland, K., Asset Liability Management for a Life Insurance Company: A Stochastic Programming Approach., PhD Thesis, Norwegian University of Science and Technology, 1998.
- Hull, J., White, A., 10.1093/rfs/3.4.573, Rev. Financ. Stud. 3 (1990), 573-592. DOI10.1093/rfs/3.4.573
- Haneveld, W. K. Klein, Streutker, M. H., Vlerk, M. H. van der, 10.1007/s10479-009-0594-4, Ann. Oper. Res. 177 (2010), 1, 47-62. MR2646828DOI10.1007/s10479-009-0594-4
- Kopa, M., Moriggia, V., Vitali, S., 10.1007/s10479-016-2387-x, Ann. Oper. Res. 260 (2018), 1-2, 255-291. MR3741562DOI10.1007/s10479-016-2387-x
- Kuosmanen, T., 10.1287/mnsc.1040.0284, Management Sci. 50 (2004), 10, 1390-1406. DOI10.1287/mnsc.1040.0284
- Kusy, M. I., Ziemba, W. T., 10.1287/opre.34.3.356, Oper. Res. 34 (1986), 356-376. DOI10.1287/opre.34.3.356
- Levy, H., 10.1287/mnsc.38.4.555, Management Sci. 38 (1992), 4, 555-593. DOI10.1287/mnsc.38.4.555
- Morgan, J. P., Risk Metrics. Technical Document. Fourth Edition., Morgan Guaranty Trust Company, New York 1995.
- Moriggia, V., Kopa, M., Vitali, S., 10.1016/j.omega.2018.08.011, Omega - Int. J. Management Sci. 2018. DOI10.1016/j.omega.2018.08.011
- Pflug, G. Ch., 10.1007/978-1-4757-3150-7_15, In: Probabilistic Constrained Optimization: Methodology and Application (S. P. Uryasev, ed.), Kluwer, 1999. MR1819417DOI10.1007/978-1-4757-3150-7_15
- Pflug, G. Ch., Pichler, A., Multistage Stochastic Optimization., Springer Series, New York 2014. MR3288310
- Pliska, S. R., Jinchun, Ye, 10.1016/j.jbankfin.2006.10.015, J. Banking Finance 31 (2007) 5, 1307-1319. MR2709330DOI10.1016/j.jbankfin.2006.10.015
- Post, T., Kopa, M., 10.1287/mnsc.2016.2506, Management Sci. 63 (2017), 10, 3381-3392. DOI10.1287/mnsc.2016.2506
- Post, T., Fang, Y., Kopa, M., 10.1287/mnsc.2014.1960, Management Sci. 61 (2015), 7, 1615-1629. MR0668272DOI10.1287/mnsc.2014.1960
- Rockafellar, R. T., Uryasev, S., 10.21314/jor.2000.038, J. Risk 2 (2000), 21-41. DOI10.21314/jor.2000.038
- Rockafellar, R. T., Uryasev, S., 10.1016/s0378-4266(02)00271-6, J. Banking Finance 26 (2002), 7, 1443-1471. DOI10.1016/s0378-4266(02)00271-6
- Telser, L. G., 10.2307/2296146, Rev. Econom. Stud. 23 (1955), 1, 1-16. DOI10.2307/2296146
- Vasicek, O., 10.1016/0304-405x(77)90016-2, J. Financ. Econom. 5 (1977), 177-188. DOI10.1016/0304-405x(77)90016-2
- Vitali, S., Moriggia, V., Kopa, M., 10.1007/s10287-016-0263-4, Comput. Management Sci. 14 (2017), 1, 135-160. MR3599603DOI10.1007/s10287-016-0263-4
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