A simple linear kernel is lacking in Gaussian Processes, that is `K(x, x') = (x - c)(x' - c)

From http://www.cs.toronto.edu/~duvenaud/cookbook/index.html it is useful in modelling linear functions (obviously) and in combination with other functions such as periodic.