research
∙
01/19/2022
A Concise Tutorial on Approximate Message Passing
High-dimensional signal recovery of standard linear regression is a key ...
share
research
∙
09/25/2021
Replica Analysis for Generalized Linear Regression with IID Row Prior
Different from a typical independent identically distributed (IID) eleme...
research
∙
03/02/2021
Expectation-Maximization-Aided Hybrid Generalized Expectation Consistent for Sparse Signal Reconstruction
The reconstruction of sparse signal is an active area of research. Diffe...
research
∙
07/20/2020
Estimation for High-Dimensional Multi-Layer Generalized Linear Model – Part II: The ML-GAMP Estimator
This is Part II of a two-part work on the estimation for a multi-layer g...
research
∙
07/20/2020
Estimation for High-Dimensional Multi-Layer Generalized Linear Model – Part I: The Exact MMSE Estimator
This two-part work considers the minimum means square error (MMSE) estim...
research
∙
07/01/2020
Multi-Layer Bilinear Generalized Approximate Message Passing
In this paper, we extend the bilinear generalized approximate message pa...
research
∙
03/26/2020