Research Article

A Crude Oil Spot Price Forecasting Method Incorporating Quadratic Decomposition and Residual Forecasting

Table 7

Comparison of forecasting performance of different models.

Prediction horizonModelError indicator
MAEMSEMAPE

BrentModel 10.756408087.2353228740.9793934051.499175621
Model 23.08472175715.027002320.9572022774.834750621
Model 32.55241474911.262465560.9679238834.14440152
Model 44.32711164432.686318880.9069075796.858666476
Model 57.54065046354.226544820.6746765655.111353319
Model 63.04810462716.973280490.9516591714.119864135
Model 72.1768961127.8858044180.9775407993.496302775
Model 80.9356719620.8756081460.9975063771.541913286
Model 90.9238178670.8538500970.9975681881.522745834
Model 100.2770281230.1094540430.9996882690.457206033
Model 110.2664954640.0710897350.9997975330.439362401
Model 120.2664896630.0710865920.9997975420.439354093
Model 130.2532091730.0657138720.9998128430.416608602

WTIModel 11.72758890623.195260680.9336077653.549475148
Model 22.75138766214.07829220.9597034374.888496881
Model 32.60794871815.062180410.9568872354.723907996
Model 44.60226757336.043441520.8968321728.305570286
Model 56.06538392941.742577490.7946498574.10834166
Model 63.09469582420.771340490.9405457975.078767711
Model 71.8574061915.9934853950.9828447333.407799122
Model 81.081427591.4536311620.9958148061.961160398
Model 90.9906833071.0030606230.9971289211.791215044
Model 100.3588250880.1341936630.9996158950.647166427
Model 110.1124448060.0126677750.9999637410.203303061
Model 120.1124365050.0126658420.9999637460.20328829
Model 130.1054767930.0120199290.9999647320.19782242

Bold values indicate that model 13 is the best experimental result among the 13 compared models.