The interplay between information and estimation measures
This monograph surveys the interactions between information measures and estimation
measures as well as their applications. The emphasis is on formulas that express the major …
measures as well as their applications. The emphasis is on formulas that express the major …
A view of information-estimation relations in Gaussian networks
Relations between estimation and information measures have received considerable
attention from the information theory community. One of the most notable such relationships …
attention from the information theory community. One of the most notable such relationships …
On the capacity of the peak power constrained vector Gaussian channel: An estimation theoretic perspective
This paper studies the capacity of an n-dimensional vector Gaussian noise channel subject
to the constraint that an input must lie in the ball of radius R centered at the origin. It is known …
to the constraint that an input must lie in the ball of radius R centered at the origin. It is known …
On the role of channel capacity in learning gaussian mixture models
This paper studies the sample complexity of learning the $ k $ unknown centers of a
balanced Gaussian mixture model (GMM) in $\mathbb {R}^ d $ with spherical covariance …
balanced Gaussian mixture model (GMM) in $\mathbb {R}^ d $ with spherical covariance …
Soft-decoding-based strategies for relay and interference channels: Analysis and achievable rates using LDPC codes
A Bennatan, S Shamai… - IEEE Transactions on …, 2013 - ieeexplore.ieee.org
We provide a rigorous mathematical analysis of two communication strategies: soft decode-
and-forward (soft-DF) for relay channels and soft partial interference-cancelation (soft-IC) for …
and-forward (soft-DF) for relay channels and soft partial interference-cancelation (soft-IC) for …
On the Minimum Mean th Error in Gaussian Noise Channels and Its Applications
The problem of estimating an arbitrary random vector from its observation corrupted by
additive white Gaussian noise, where the cost function is taken to be the minimum mean pth …
additive white Gaussian noise, where the cost function is taken to be the minimum mean pth …
The effect of maximal rate codes on the interfering message rate
It is shown that, for a subset of input distributions, the effect of maximum rate transmission on
an additional transmitted message, over the additive Gaussian noise channel, is, effectively …
an additional transmitted message, over the additive Gaussian noise channel, is, effectively …
Graph Neural Networks for Physical-Layer Security in Multi-User Flexible-Duplex Networks
This paper explores Physical-Layer Security (PLS) in Flexible Duplex (FlexD) networks,
considering scenarios involving eavesdroppers. Our investigation revolves around the …
considering scenarios involving eavesdroppers. Our investigation revolves around the …
On communication through a Gaussian channel with an MMSE disturbance constraint
This paper considers a Gaussian channel with one transmitter and two receivers. The goal is
to maximize the communication rate at the intended/primary receiver subject to a …
to maximize the communication rate at the intended/primary receiver subject to a …
Analysis of mismatched estimation errors using gradients of partition functions
W Huleihel, N Merhav - IEEE Transactions on Information …, 2014 - ieeexplore.ieee.org
We consider the problem of signal estimation (denoising) from a statistical-mechanical
perspective, in continuation to a recent work on the analysis of mean-square error (MSE) …
perspective, in continuation to a recent work on the analysis of mean-square error (MSE) …