1.7k citations · 3.1k across the 23 of their papers we have counts for
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Phase Retrieval Using Feasible Point Pursuit: Algorithms and Cramér-Rao Bound
Cheng Qian, Nicholas D. Sidiropoulos, Kejun Huang +2
Reconstructing a signal from squared linear (rank-one quadratic) measurements is a challenging problem with important applications in optics and imaging, where it is known as phase…
Joint Tensor Factorization and Outlying Slab Suppression with Applications
Xiao Fu, Kejun Huang, Wing-Kin Ma +2
We consider factoring low-rank tensors in the presence of outlying slabs. This problem is important in practice, because data collected in many real-world applications, such as spe…
A Flexible and Efficient Algorithmic Framework for Constrained Matrix and Tensor Factorization
Kejun Huang, Nicholas D. Sidiropoulos, Athanasios P. Liavas
We propose a general algorithmic framework for constrained matrix and tensor factorization, which is widely used in signal processing and machine learning. The new framework is a h…