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The rate distortion function R(D) is calculated for two time-discrete autoregressive sources--the time-discrete Gaussian autoregressive source with a mean-square-error fidelity criterion and the binary-symmetric first-order Markov source with an average probability-of-error per bit fidelity criterion. In both cases it is shown that R(D) is bounded below by the rate distortion function of the independent-letter identically distributed sequence that generates the autoregressive source. This lower bound is shown to hold with equality for a nonzero region of small average distortion. The positive coding theorem is proved for the possibly nonstationary Gaussian autoregressive source with a constraint on the parameters. Finally, it is shown that the rate distortion function of any time-discrete autoregressive source with a difference distortion measure can be bounded below by the rate distortion function of the independent-letter identically distributed generating sequence with the same distortion measure.
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Robert M. Gray
California Institute of Technology
IEEE Transactions on Information Theory
Stanford University
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Robert M. Gray (Wed,) studied this question.
synapsesocial.com/papers/6a205c15ece94d65a85ada35 — DOI: https://doi.org/10.1109/tit.1970.1054470
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