In this work, we introduce a novel approach for determining joint sparse spectrum from several non-uniformly sampled data sets, where each set is assumed to have its own, possibly disjoint, and only partially known, sampling times. The potential of the proposed illustrated using spectral estimation problem in paleoclimatology. problem, point derives separate ice core measurement, resulting that...