English

$E_{\gamma}$-Resolvability

Information Theory 2017-07-24 v2 math.IT

Abstract

The conventional channel resolvability refers to the minimum rate needed for an input process to approximate the channel output distribution in total variation distance. In this paper we study EγE_{\gamma}-resolvability, in which total variation is replaced by the more general EγE_{\gamma} distance. A general one-shot achievability bound for the precision of such an approximation is developed. Let QXUQ_{\sf X|U} be a random transformation, nn be an integer, and E(0,+)E\in(0,+\infty). We show that in the asymptotic setting where γ=exp(nE)\gamma=\exp(nE), a (nonnegative) randomness rate above infQU:D(QXπX)E{D(QXπX)+I(QU,QXU)E}\inf_{Q_{\sf U}: D(Q_{\sf X}\|{{\pi}}_{\sf X})\le E} \{D(Q_{\sf X}\|{{\pi}}_{\sf X})+I(Q_{\sf U},Q_{\sf X|U})-E\} is sufficient to approximate the output distribution πXn{{\pi}}_{\sf X}^{\otimes n} using the channel QXUnQ_{\sf X|U}^{\otimes n}, where QUQXUQXQ_{\sf U}\to Q_{\sf X|U}\to Q_{\sf X}, and is also necessary in the case of finite U\mathcal{U} and X\mathcal{X}. In particular, a randomness rate of infQUI(QU,QXU)E\inf_{Q_{\sf U}}I(Q_{\sf U},Q_{\sf X|U})-E is always sufficient. We also study the convergence of the approximation error under the high probability criteria in the case of random codebooks. Moreover, by developing simple bounds relating EγE_{\gamma} and other distance measures, we are able to determine the exact linear growth rate of the approximation errors measured in relative entropy and smooth R\'{e}nyi divergences for a fixed-input randomness rate. The new resolvability result is then used to derive 1) a one-shot upper bound on the probability of excess distortion in lossy compression, which is exponentially tight in the i.i.d.~setting, 2) a one-shot version of the mutual covering lemma, and 3) a lower bound on the size of the eavesdropper list to include the actual message and a lower bound on the eavesdropper false-alarm probability in the wiretap channel problem, which is (asymptotically) ensemble-tight.

Keywords

Cite

@article{arxiv.1511.07829,
  title  = {$E_{\gamma}$-Resolvability},
  author = {Jingbo Liu and Paul Cuff and Sergio Verdú},
  journal= {arXiv preprint arXiv:1511.07829},
  year   = {2017}
}

Comments

30 pages, 5 figures, presented in part at 2015 IEEE International Symposium on Information Theory (ISIT)

R2 v1 2026-06-22T11:53:31.171Z