Analog-to-information converter and method for performing analog-to-information conversion samples and down-converts N samples of an input multi-band signal using M analog sampling filters or samplers, where N is less than M. The N samples of the input multi-band signal are digitized to produce N digital samples of the input multi-band signal, which are multiplexed into M digital samples of the input multi-band signal. The M digital samples are up-converted and filtered at M digital reconstruction filters to produce a digital multi-band signal, which is processed at a processing unit to obtain information contained in the digital multi-band signal.