Title
Mismatched DPCM Encoding of Autoregressive Processes
Document Type
Article
Publication Date
1-1-1990
Abstract
A method is developed for computing the mean squared error distortion of differential pulse code modulation applied to Gaussian autoregressive sources. This extends previous work wherein the code predictor was matched to the source. A two-dimensional version of the projection method is developed for the computation of the stationary distribution of the joint source-state process, from which distortion can be readily evaluated. An iterative algorithm is used to optimize the quantizer for a given source and predictor. The results show that the matched predictor is very nearly optimal but not exactly so, and that DPCM is fairly robust to mismatch of the prediction coefficient to the correlation coefficient of a first-order autoregressive source. © 1990 IEEE
Publication Source (Journal or Book title)
IEEE Transactions on Information Theory
First Page
296
Last Page
304
Recommended Citation
Naraghi-Pour, M., & Neuhoff, D. (1990). Mismatched DPCM Encoding of Autoregressive Processes. IEEE Transactions on Information Theory, 36 (2), 296-304. https://doi.org/10.1109/18.52476