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Volatility forecasting with the wavelet transformation algorithm GARCH model: Evidence from African stock markets

หน่วยงาน Universiti Sains Malaysia, Malaysia

รายละเอียด

ชื่อเรื่อง : Volatility forecasting with the wavelet transformation algorithm GARCH model: Evidence from African stock markets
นักวิจัย : Ismail, Mohd Tahir , Audu, Buba , Tumala, Mohammed Musa
คำค้น : QA1-939 Mathematics
หน่วยงาน : Universiti Sains Malaysia, Malaysia
ผู้ร่วมงาน : -
ปีพิมพ์ : 2559
อ้างอิง : http://eprints.usm.my/37283/1/(Volatility_forecasting_with_the_wavelet)_1%2Ds2.0%2DS240591881630006X%2Dmain.pdf , Ismail, Mohd Tahir and Audu, Buba and Tumala, Mohammed Musa (2016) Volatility forecasting with the wavelet transformation algorithm GARCH model: Evidence from African stock markets. Journal of Finance and Data Science, 2 (2). pp. 125-135. ISSN 2405-9188
ที่มา : -
ความเชี่ยวชาญ : -
ความสัมพันธ์ : https://doi.org/10.1016/j.jfds.2016.09.002 , http://eprints.usm.my/37283/
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

The daily returns of four African countries' stock market indices for the period January 2, 2000, to December 31, 2014, were employed to compare the GARCH(1,1) model and a newly proposed Maximal Overlap Discreet Wavelet Transform (MODWT)- GARCH(1,1) model. The results showed that although both models fit the returns data well, the forecast produced by the GARCH(1,1) model underestimates the observed returns whereas the newly proposed MODWT-GARCH(1,1) model generates an accurate forecast value of the observed returns. The results generally showed that the newly proposed MODWT-GARCH(1,1) model best fits returns series for these African countries. Hence the proposed MODWT-GARCH should be applied on other context to further verify its validity.

บรรณานุกรม :
Ismail, Mohd Tahir , Audu, Buba , Tumala, Mohammed Musa . (2559). Volatility forecasting with the wavelet transformation algorithm GARCH model: Evidence from African stock markets.
    กรุงเทพมหานคร : Universiti Sains Malaysia, Malaysia.
Ismail, Mohd Tahir , Audu, Buba , Tumala, Mohammed Musa . 2559. "Volatility forecasting with the wavelet transformation algorithm GARCH model: Evidence from African stock markets".
    กรุงเทพมหานคร : Universiti Sains Malaysia, Malaysia.
Ismail, Mohd Tahir , Audu, Buba , Tumala, Mohammed Musa . "Volatility forecasting with the wavelet transformation algorithm GARCH model: Evidence from African stock markets."
    กรุงเทพมหานคร : Universiti Sains Malaysia, Malaysia, 2559. Print.
Ismail, Mohd Tahir , Audu, Buba , Tumala, Mohammed Musa . Volatility forecasting with the wavelet transformation algorithm GARCH model: Evidence from African stock markets. กรุงเทพมหานคร : Universiti Sains Malaysia, Malaysia; 2559.