We describe a IJirect Linear Algebraic I)econvolution (DI,AI)) approach to imaging of data from Compton ~-ray telescopes. lrnposition of the additional physical constraint, that all components of the model bc non-negative, has been found to have a powerful effect in stabilizing the results, giving spatial resolution at or near the instrumental limit. A companion paper (Dixon et al. 1993) presen...