Try the Ornstein-Uhlenbeck kernel for the gaussian processes

[rlouf]

The Ornstein-Uhlenbeck kernel defines a stationary gaussian process that describes a mean-reverting stochastic process. It seems more adapted to our modeling problem than a gaussian kernel that doesn't have an interpretation in terms of stochastic processes.