activity
20152026
most citedA Unified Bayesian Inference Framework for Generalized Linear Models

76 citations · 115 across the 12 of their papers we have counts for

collaborators

12 papers

cs.IT2026

Diffusion-Based Noise-Adaptive Null-Space Channel Estimation for OFDM Systems

Heqiang Qi, Yirun Chen, Xiangming Meng +3

Accurate channel estimation in orthogonal frequency division multiplexing (OFDM) systems remains challenging when demodulation reference signal (DMRS) observations are sparse and n…

cs.IT2025

Generative Spectrum Cartography: Unified Reconstruction and Active Sensing via Diffusion Models

Yuntong Gu, Xiangming meng, Zhiyuan Lin +2

High-fidelity spectrum cartography is important for spectrum monitoring and wireless situational awareness, especially in satellite-based wide-area sensing scenarios where measurem…

cs.IT2021

On the Ergodic Capacity of Reconfigurable Intelligent Surface (RIS)-Aided MIMO Channels

Chongjun Ouyang, Hao Xu, Xujie Zang +1

Reconfigurable intelligent surfaces (RISs) have emerged as a promising technique to enhance the system spectral efficiency. This paper investigates the ergodic channel capacity (EC…

eess.SP2020

Physical Layer Security Over Mixture Gamma Distributed Fading Channels With Discrete Inputs: A Unified and General Analytical Framework

Chongjun Ouyang, Sheng Wu, Chunxiao Jiang +2

Physical layer security is investigated over mixture Gamma (MG) distributed fading channels with discrete inputs. By the Gaussian quadrature rules, closed-form expressions are deri…

eess.SP2020★ 11 cited

Secrecy Performance for Finite-Alphabet Inputs Over Fluctuating Two-Ray Channels in FDA Communications

Chongjun Ouyang, Sheng Wu, Chunxiao Jiang +2

To provide system design insights for practical communication systems equipped with the frequency diverse array (FDA), this paper investigates the secrecy performance of FDA system…

cs.IT2019

Mutual Information Approximation

Chongjun Ouyang, Sheng Wu, Hongwen Yang

To provide an efficient approach to characterize the input-output mutual information (MI) under additive white Gaussian noise (AWGN) channel, this short report fits the curves of e…

eess.SP2019

Ergodic H-S/MRC Mutual Information

Zeliang Ou, Chongjun Ouyang, Pei Yang +3

This paper studies the ergodic mutual information of hybrid selection/maximal-ratio combining (H-S/MRC) diversity system under BPSK/QPSK modulations. We consider a simple single-in…

cs.IT2017★ 76 cited

A Unified Bayesian Inference Framework for Generalized Linear Models

Xiangming Meng, Sheng Wu, Jiang Zhu

In this letter, we present a unified Bayesian inference framework for generalized linear models (GLM) which iteratively reduces the GLM problem to a sequence of standard linear mod…

cs.IT2016★ 9 cited

Approximate Message Passing with Nearest Neighbor Sparsity Pattern Learning

Xiangming Meng, Sheng Wu, Linling Kuang +3

We consider the problem of recovering clustered sparse signals with no prior knowledge of the sparsity pattern. Beyond simple sparsity, signals of interest often exhibits an underl…

cs.IT2016★ 4 cited

A Low Complexity OFDM Receiver with Combined GAMP and MF Message Passing

Zhengdao Yuan, Chuanzong Zhang, Zhongyong Wang +3

With a unified belief propagation (BP) and mean field (MF) framework, we propose an iterative message passing receiver, which performs joint channel state and noise precision (the…

cs.IT2015★ 1 cited

Message-Passing Receiver for Joint Channel Estimation and Decoding in 3D Massive MIMO-OFDM Systems

Sheng Wu, Linling Kuang, Zuyao Ni +4

In this paper, we address the message-passing receiver design for the 3D massive MIMO-OFDM systems. With the aid of the central limit argument and Taylor-series approximation, a co…

cs.IT2015★ 14 cited

Concise Derivation of Complex Bayesian Approximate Message Passing via Expectation Propagation

Xiangming Meng, Sheng Wu, Linling Kuang +1

In this paper, we address the problem of recovering complex-valued signals from a set of complex-valued linear measurements. Approximate message passing (AMP) is one state-of-the-a…