We propose a model for volatility linkages between energy and agricultural commodities.

The model captures the time varying covariance risk structure in a nonparametric way.

Dynamics in mean and variances are estimated jointly.

We provide dynamic hedging strategies.

No evidence for biodiesel prices to affect the volatility of agricultural commodity prices is found.