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The comparison of range-based volatility estimators and an application of TVP-VARbased connectedness

Cilt: 9 Sayı: 3 7 Ağustos 2022
  • Yakup Arı *
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The comparison of range-based volatility estimators and an application of TVP-VARbased connectedness

Öz

This paper aims to show the application of range-based volatility in connectedness analysis. For this purpose, we compare the volatility estimators Parkinson, Yang-Zhang, Garman-Klass, Rogers-Satchell, and modified Garman- Klass by Yang and Zhang methods. As an example, we calculated the range-based stock prices’ volatility of four defense industry companies quoted in Borsa Istanbul. We compared the forecast performance of volatility against Heteroskedastic Root Mean Square Error statistics. We include the best performing volatility series in the spillover analysis. Instead of the Cholesky decomposition VAR and generalized VAR approaches used in the calculation of the Diebold-Yılmaz connectedness index, we apply the TVP-VAR-based connectedness approach. The comparison results show that Rogers-Satchell for ASELSAN, KATMERLER, and PAPIL, and Parkinson volatility estimator for OTOKAR have the smallest error, respectively. The empirical findings of TVP-VAR connectedness show that the average forecast error variance of the network is 34.35%.

Anahtar Kelimeler

Kaynakça

  1. ANTONAKAKIS, N., & GABAUER, D. (2017). Refined measures of dynamic connectedness based on TVP-VAR. MPRA Paper No. 78282.
  2. ANTONAKAKIS, N., CHATZIANTONIOU, I., & GABAUER, D. (2020). Refined Measures of Dynamic Connectedness based on Time-Varying Parameter Vector Autoregressions. Journal of Risk and Financial Management, 13(4), 84. MDPI AG. Retrieved from http://dx.doi.org/10.3390/jrfm13040084
  3. ARNERIĆ, J., MATKOVIĆ, M., & SORIĆ, P. (2019). Comparison of range-based volatility estimators against integrated volatility in European emerging markets. Finance Research Letters, 28, 118-124.
  4. BALI, T. G., & WEINBAUM, D. (2005). A comparative study of alternative extreme‐value volatility estimators. Journal of Futures Markets: Futures, Options, and Other Derivative Products, 25(9), 873-892.
  5. BAYRACI, S., & UNAL, G. (2014). Stochastic interest rate volatility modeling with a continuous time
  6. GARCH(1, 1) model. Journal of Computational and Applied Mathematics, 259, 464–473. doi:10.1016/j.cam.2013.10.017
  7. BOLLEN, B. (2014). What should the value of lambda be in the exponentially weighted moving average volatility model? Applied Economics, 47(8), 853–860. doi:10.1080/00036846.2014.98285
  8. CHOU, R. Y. (2005). Forecasting financial volatilities with extreme values: the conditional autoregressive range (CARR) model. Journal of Money, Credit and Banking, Vol. 37, 561-582.

Ayrıntılar

Birincil Dil

İngilizce

Konular

İşletme

Bölüm

Araştırma Makalesi

Yazarlar

Yayımlanma Tarihi

7 Ağustos 2022

Gönderilme Tarihi

11 Haziran 2022

Kabul Tarihi

20 Temmuz 2022

Yayımlandığı Sayı

Yıl 2022 Cilt: 9 Sayı: 3

Kaynak Göster

APA
Arı, Y. (2022). The comparison of range-based volatility estimators and an application of TVP-VARbased connectedness. Journal of Life Economics, 9(3), 147-157. https://izlik.org/JA85PA94UW
AMA
1.Arı Y. The comparison of range-based volatility estimators and an application of TVP-VARbased connectedness. JLECON. 2022;9(3):147-157. https://izlik.org/JA85PA94UW
Chicago
Arı, Yakup. 2022. “The comparison of range-based volatility estimators and an application of TVP-VARbased connectedness”. Journal of Life Economics 9 (3): 147-57. https://izlik.org/JA85PA94UW.
EndNote
Arı Y (01 Ağustos 2022) The comparison of range-based volatility estimators and an application of TVP-VARbased connectedness. Journal of Life Economics 9 3 147–157.
IEEE
[1]Y. Arı, “The comparison of range-based volatility estimators and an application of TVP-VARbased connectedness”, JLECON, c. 9, sy 3, ss. 147–157, Ağu. 2022, [çevrimiçi]. Erişim adresi: https://izlik.org/JA85PA94UW
ISNAD
Arı, Yakup. “The comparison of range-based volatility estimators and an application of TVP-VARbased connectedness”. Journal of Life Economics 9/3 (01 Ağustos 2022): 147-157. https://izlik.org/JA85PA94UW.
JAMA
1.Arı Y. The comparison of range-based volatility estimators and an application of TVP-VARbased connectedness. JLECON. 2022;9:147–157.
MLA
Arı, Yakup. “The comparison of range-based volatility estimators and an application of TVP-VARbased connectedness”. Journal of Life Economics, c. 9, sy 3, Ağustos 2022, ss. 147-5, https://izlik.org/JA85PA94UW.
Vancouver
1.Yakup Arı. The comparison of range-based volatility estimators and an application of TVP-VARbased connectedness. JLECON [Internet]. 01 Ağustos 2022;9(3):147-5. Erişim adresi: https://izlik.org/JA85PA94UW