Research Article

Multiscale Hedging with Crude Oil Futures Based on EMD Method

Table 1

Descriptive statistics of different scales for the futures and spot returns.

ScaleMeanSdSkewnessKurtosisJarque-Bera (10)Duration (day)

FuturesOriginal0.00171.5208−0.469411.14759467.20369.26
Short0.02571.4485−0.16928.90984931.84665.652.96
Medium−0.00190.5183−0.27953.9026158.667856.9621.11
Long−0.02210.2209−0.92656.32402038.3832925.20198.71

SpotOriginal0.00191.5409−0.296210.98299018.84302.66
Short−0.00681.4683−0.09618.74814655.61384.632.96
Medium0.00820.5300−0.03814.8758496.078992.2122.67
Long0.00050.2988−1.28117.80074167.7932438.47211.13

“Original” denotes original data. The null hypothesis of Jarque-Bera statistic is the normal distribution. The asterisks , , and denote rejection of the null hypothesis at 10%, 5%, and 1% significance levels, respectively. The duration represents the mean period of different scales.