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  • Search: subject:"ARMA(3,2)"
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ARCH model 1 ARCH-Modell 1 ARMA(3,2) 1 Aktienindex 1 Artificial intelligence 1 EGARCH(1,1) 1 Forecasting model 1 JSE Top40 index 1 Künstliche Intelligenz 1 Prognoseverfahren 1 Risikomanagement 1 Risk management 1 South Africa 1 Stock index 1 Südafrika 1 Theorie 1 Theory 1 Time series analysis 1 Volatility 1 Volatilität 1 XGBoost 1 Zeitreihenanalyse 1 forecasting 1 hybrid model 1 machine learning 1 risk management 1 time series 1 volatility modelling 1
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Article in journal 1 Aufsatz in Zeitschrift 1
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English 1
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Maingo, Israel 1 Ravele, Thakhani 1 Sigauke, Caston 1
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International Journal of Financial Studies : open access journal 1
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ECONIS (ZBW) 1
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A fusion of statistical and machine learning methods : GARCH-XGBoost for improved volatility modelling of the JSE Top40 Index
Maingo, Israel; Ravele, Thakhani; Sigauke, Caston - In: International Journal of Financial Studies : open … 13 (2025) 3, pp. 1-30
integrates statistical and machine learning techniques through a two-step approach. The ARMA(3,2) model was chosen as the optimal …, and ARMA(3,2)-EGARCH(1,1) was the best model according to the lowest evaluation criteria. Residual diagnostic results …-returns. Volatility persistence was also detected, confirming the persistence attributes of financial volatility. Thereafter, the ARMA(3,2 …
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