Is there any transformation to exploit the sparsity of a Gaussian Wave?
Use a dictionary of Gaussian wave atoms, at all different locations and scales (or frequencies). A specific Gaussian should matching maximally with one of the atoms.

This is a generic answer. More details to come if you tell more about your wave: definition, dimension, and purpose of the sparsifying transform