Forecasting Volatility of Energy Commodities: Comparison of GARCH Models with Support Vector Regression

We compare the forecasting performance of the generalized autoregressive conditional heteroscedasticity (GARCH) -type models with support vector regression (SVR) for futures contracts of selected energy commodities: Crude oil, natural gas, heating oil, gasoil and gasoline. The GARCH models are commo...

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Bibliographic Details
Main Authors: Marcin Fałdziński, Piotr Fiszeder, Witold Orzeszko
Format: Article
Language:English
Published: MDPI AG 2021-12-01
Series:Energies
Subjects:
Online Access:https://www.mdpi.com/1996-1073/14/1/6