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Source coding bounds using quantizer reproduction levels (Corresp.) | IEEE Journals & Magazine | IEEE Xplore

Source coding bounds using quantizer reproduction levels (Corresp.)


Abstract:

Constraining the reproduction alphabet to be of small size in encoding continuous-amplitude memoryless sources has been shown to give very small degradation from the idea...Show More

Abstract:

Constraining the reproduction alphabet to be of small size in encoding continuous-amplitude memoryless sources has been shown to give very small degradation from the ideal performance of the rate-distortion bound. The optimum fixed-size reproduction alphabet and its individual letter probabilities are required in order to encode the source with performance approaching that of theory. These can be found through a somewhat lengthy, but convergent, algorithm. Given reasonably chosen fixed sets of reproduction letters and/or their probabilities, we define new rate-distortion functions which are coding bounds under these alphabet constraints. We calculate these functions for the Gaussian and Laplacian sources and the squared-error distortion measure and find that performance near the rate-distortion bound is achievable using a reproduction alphabet consisting of a small number of optimum quantizer levels.
Published in: IEEE Transactions on Information Theory ( Volume: 30, Issue: 3, May 1984)
Page(s): 559 - 567
Date of Publication: 31 May 1984

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