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A New Semiparametric Mirrored Historical Simulation Value-At-Risk Model

Author

Listed:
  • Nikola RADIVOJEVIĆ

    (Technical College at applied studies, Kragujevac, Kosovska 8, 34000 Kragujevac, Serbia.)

  • Luka FILIPOVI

    (EuroAudit, Enterprise for Audit, Accounting and Financial Consulting, Despota Stefana 12, 11000 Belgrade, Serbia.)

  • Тomislav D. BRZAKOVIĆ

    (University Business Academy in Novi Sad, Faculty of Applied Management, Economics and Finance in Belgrade, Serbia.)

Abstract

In this paper, the authors have developed and presented a new semiparametric value-atrisk (VaR) model for the assessment of market risk. The model is based on the theoretical foundation of the Historical Simulation (HS) method. The basic intention was to develop a new model that would be easy to implement and able to envelop the empirical features of returns, such as leptokurtosis, asymmetry, autocorrelation, and heteroscedasticity, and also to improve risk estimation in the tail distribution for the sample size and the confidence level prescribed by the Basel III standard. To obtain the answers to the question of whether the new model is an improvement against the popular improvements of the HS method, its performances were tested in terms of adherence to the backtesting rules of the Basel Accord and also compared with the backtesting results of the popular improvements of the HS method. The backtesting results justify the expectations of the new model.

Suggested Citation

  • Nikola RADIVOJEVIĆ & Luka FILIPOVI & Тomislav D. BRZAKOVIĆ, 2020. "A New Semiparametric Mirrored Historical Simulation Value-At-Risk Model," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(1), pages 5-21, March.
    • Handle: RePEc:rjr:romjef:v::y:2020:i:1:p:5-21
    as

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    References listed on IDEAS

    as
    1. Tuomas Komulainen & ) & Johanna Lukkarila, 2003. "What drives financial crises in emerging markets?," Macroeconomics 0304010, University Library of Munich, Germany.
    2. Saša Žiković & Zdenko Prohaska, 2010. "Optimisation of Decay Factor in Time Weighted (Brw) Simulation: Implications for Var Performance in Mediterranean Countries," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 23(1), pages 73-85, January.
    3. Berkowitz, Jeremy, 2001. "Testing Density Forecasts, with Applications to Risk Management," Journal of Business & Economic Statistics, American Statistical Association, vol. 19(4), pages 465-474, October.
    4. Barry, Christopher B. & Rodriguez, Mauricio, 2004. "Risk and return characteristics of property indices in emerging markets," Emerging Markets Review, Elsevier, vol. 5(2), pages 131-159, June.
    5. Giovanni Barone-Adesi & Kostas Giannopoulos, 2001. "Non parametric VaR Techniques. Myths and Realities," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 30(2), pages 167-181, July.
    6. Sasa Zikovic & Bora Aktan, 2009. "Global financial crisis and VaR performance in emerging markets: A case of EU candidate states - Turkey and Croatia," Zbornik radova Ekonomskog fakulteta u Rijeci/Proceedings of Rijeka Faculty of Economics, University of Rijeka, Faculty of Economics and Business, vol. 27(1), pages 149-170.
    7. Bekaert, G. & Harvey, C. R. & Lumsdaine, R. L., 2002. "The dynamics of emerging market equity flows," Journal of International Money and Finance, Elsevier, vol. 21(3), pages 295-350, June.
    8. Rossignolo, Adrián F. & Fethi, Meryem Duygun & Shaban, Mohamed, 2013. "Market crises and Basel capital requirements: Could Basel III have been different? Evidence from Portugal, Ireland, Greece and Spain (PIGS)," Journal of Banking & Finance, Elsevier, vol. 37(5), pages 1323-1339.
    9. Rossignolo, Adrian F. & Fethi, Meryem Duygun & Shaban, Mohamed, 2012. "Value-at-Risk models and Basel capital charges," Journal of Financial Stability, Elsevier, vol. 8(4), pages 303-319.
    10. Terzic, Ivica & Milojevic, Marko, 2016. "Risk Model Backtesting," Ekonomika, Journal for Economic Theory and Practice and Social Issues, Society of Economists Ekonomika, Nis, Serbia, vol. 62(1), March.
    11. Bekaert, Geert & Harvey, Campbell R., 2003. "Emerging markets finance," Journal of Empirical Finance, Elsevier, vol. 10(1-2), pages 3-56, February.
    12. D. Mario Nuti, 2009. "The Impact Of The Global Crisis On Transition Economies," Economic Annals, Faculty of Economics and Business, University of Belgrade, vol. 54(181), pages 7-20, April – J.
    13. repec:hal:journl:hal-00921283 is not listed on IDEAS
    14. Saša ŽIKOVIÆ & Randall K. FILER, 2013. "Ranking of VaR and ES Models: Performance in Developed and Emerging Markets," Czech Journal of Economics and Finance (Finance a uver), Charles University Prague, Faculty of Social Sciences, vol. 63(4), pages 327-359, August.
    15. Şener, Emrah & Baronyan, Sayad & Ali Mengütürk, Levent, 2012. "Ranking the predictive performances of value-at-risk estimation methods," International Journal of Forecasting, Elsevier, vol. 28(4), pages 849-873.
    16. Suzanne Emmer & Marie Kratz & Dirk Tasche, 2013. "What Is the Best Risk Measure in Practice? A Comparison of Standard Measures," Working Papers hal-00921283, HAL.
    17. Carlo Acerbi & Dirk Tasche, 2002. "Expected Shortfall: A Natural Coherent Alternative to Value at Risk," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 31(2), pages 379-388, July.
    18. Nikola Radivojević & Nikola V. Ćurčić & Djurdjica Dj. Vukajlović, 2017. "Hull-White’s value at risk model: case study of Baltic equities market," Journal of Business Economics and Management, Taylor & Francis Journals, vol. 18(5), pages 1023-1041, September.
    19. Alemany, Ramon & Bolancé, Catalina & Guillén, Montserrat, 2013. "A nonparametric approach to calculating value-at-risk," Insurance: Mathematics and Economics, Elsevier, vol. 52(2), pages 255-262.
    20. Wied, Dominik & Weiß, Gregor N.F. & Ziggel, Daniel, 2016. "Evaluating Value-at-Risk forecasts: A new set of multivariate backtests," Journal of Banking & Finance, Elsevier, vol. 72(C), pages 121-132.
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    More about this item

    Keywords

    risk estimation; emerging markets; conditional value-at-risk; Basel III standard; Berkowitz test; bootstrap method;
    All these keywords.

    JEL classification:

    • G24 - Financial Economics - - Financial Institutions and Services - - - Investment Banking; Venture Capital; Brokerage
    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
    • C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection
    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods

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