English

Rate-Distortion Region of a Gray-Wyner Model with Side Information

Information Theory 2018-02-14 v1 math.IT

Abstract

In this work, we establish a full single-letter characterization of the rate-distortion region of an instance of the Gray-Wyner model with side information at the decoders. Specifically, in this model an encoder observes a pair of memoryless, arbitrarily correlated, sources (S1n,S2n)(S^n_1,S^n_2) and communicates with two receivers over an error-free rate-limited link of capacity R0R_0, as well as error-free rate-limited individual links of capacities R1R_1 to the first receiver and R2R_2 to the second receiver. Both receivers reproduce the source component S2nS^n_2 losslessly; and Receiver 11 also reproduces the source component S1nS^n_1 lossily, to within some prescribed fidelity level D1D_1. Also, Receiver 11 and Receiver 22 are equipped respectively with memoryless side information sequences Y1nY^n_1 and Y2nY^n_2. Important in this setup, the side information sequences are arbitrarily correlated among them, and with the source pair (S1n,S2n)(S^n_1,S^n_2); and are not assumed to exhibit any particular ordering. Furthermore, by specializing the main result to two Heegard-Berger models with successive refinement and scalable coding, we shed light on the roles of the common and private descriptions that the encoder should produce and what they should carry optimally. We develop intuitions by analyzing the developed single-letter optimal rate-distortion regions of these models, and discuss some insightful binary examples.

Keywords

Cite

@article{arxiv.1701.03612,
  title  = {Rate-Distortion Region of a Gray-Wyner Model with Side Information},
  author = {Meryem Benammar and Abdellatif Zaidi},
  journal= {arXiv preprint arXiv:1701.03612},
  year   = {2018}
}

Comments

Submitted to IEEE Transactions on Information Theory