We introduce a sparse-aperture variant of the Linear Sampling Method, which is a qualitative inverse scattering technique for reconstructing target shape. The technique reduces imaging artifacts arising from sparse data collections by incorporating a priori knowledge of propagation-based phase-delay into the inversion.