It's the so-called native space of the RBFs the authors will be working with, see Wendland's "Scattered Data Approximation". Basically, when looking for an interpolating function you assume its smoothness class, e.g. functions with square integrable second derivatives. This allows to define different norms and choose for each the smoothest interpolant -- different RBFs.