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We discuss a new methodology for statistical recovery of single linear mixtures of piecewise constant signals(sources)with unknown mixing weights and change points in a multiscale fashion.Exact recovery within an -neighborhood of the mixture is obtained when the sources take only values in a known finite alphabet.