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A Scalable and Exact Relaxation for Densest -Subgraph via Error Bounds
Ya Liu, Junbin Liu, Wing-Kin Ma +1
Given an undirected graph and a size parameter , the Densest -Subgraph (DS) problem extracts the subgraph on vertices with the largest number of induced edges. While D…
Extreme Point Pursuit -- Part II: Further Error Bound Analysis and Applications
Junbin Liu, Ya Liu, Wing-Kin Ma +2
In the first part of this study, a convex-constrained penalized formulation was studied for a class of constant modulus (CM) problems. In particular, the error bound techniques wer…
Extreme Point Pursuit -- Part I: A Framework for Constant Modulus Optimization
Junbin Liu, Ya Liu, Wing-Kin Ma +2
This study develops a framework for a class of constant modulus (CM) optimization problems, which covers binary constraints, discrete phase constraints, semi-orthogonal matrix cons…
Multilayer Simplex-structured Matrix Factorization for Hyperspectral Unmixing with Endmember Variability
Junbin Liu, Yuening Li, Wing-Kin Ma
Given a hyperspectral image, the problem of hyperspectral unmixing (HU) is to identify the endmembers (or materials) and the abundance (or endmembers' contributions on pixels) that…
Accelerated and Deep Expectation Maximization for One-Bit MIMO-OFDM Detection
Mingjie Shao, Wing-Kin Ma, Junbin Liu +1
In this paper we study the expectation maximization (EM) technique for one-bit MIMO-OFDM detection (OMOD). Arising from the recent interest in massive MIMO with one-bit analog-to-d…