Advanced Factorization Approaches for Low-Rank Matrix Recovery

SO, Hing Cheung (Principal Investigator / Project Coordinator)

Department of Electrical Engineering

Project: Research

20 RGC 21 - Publication in refereed journal
1 RGC 32 - Refereed conference paper (with host publication)

20 results

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2025
Hybrid Ordinary-Welsch Function Based Robust Matrix Completion for MIMO radar
SHENG, H. N., WANG, Z.-Y., LIU, Z. & SO, H. C., Apr 2025, In: IEEE Transactions on Aerospace and Electronic Systems. 61, 2, p. 3950-3962 13 p.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

Open Access
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3 Link opens in a new tab Citations (Scopus)

58 Downloads (CityUHK Scholars)
Robust low-rank matrix completion via sparsity-inducing regularizer
Wang, Z.-Y., So, H. C. & Zoubir, A. M., Jan 2025, In: Signal Processing. 226, 109666.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
14 Link opens in a new tab Citations (Scopus)
2024
Cardinality Constrained Portfolio Optimization via Alternating Direction Method of Multipliers
Shi, Z.-L., Li, X. P., Leung, C.-S. & So, H. C., Feb 2024, In: IEEE Transactions on Neural Networks and Learning Systems. 35, 2, p. 2901-2909 9 p.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

Open Access
File
17 Link opens in a new tab Citations (Scopus)

349 Downloads (CityUHK Scholars)
Low-Rank Tensor Completion via Novel Sparsity-Inducing Regularizers
Wang, Z.-Y., So, H. C. & Zoubir, A. M., 2024, In: IEEE Transactions on Signal Processing. 72, p. 3519-3534
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
22 Link opens in a new tab Citations (Scopus)
Robust Multidimensional Similarity Analysis for IoT Localization With SαS Distributed Errors
Xiong, W., He, J., Hu, K., So, H. C. & Leung, C.-S., 1 Nov 2024, In: IEEE Internet of Things Journal. 11, 21, p. 35492-35504 13 p.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
6 Link opens in a new tab Citations (Scopus)
Robust sparse representation based on fitting error decomposition
Wang, X.-Y., Li, X.-P. & So, H. C., Sept 2024, In: Signal Processing. 222, 109523.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

Open Access
File
7 Link opens in a new tab Citations (Scopus)

2 Downloads (CityUHK Scholars)
Robust Tensor Completion via Capped Frobenius Norm
Li, X. P., Wang, Z.-Y., Shi, Z.-L., So, H. C. & Sidiropoulos , N. D., Jul 2024, In: IEEE Transactions on Neural Networks and Learning Systems. 35, 7, p. 9700-9712
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
38 Link opens in a new tab Citations (Scopus)
Sparse recovery under nonnegativity and sum-to-one constraints
Li, X.-P., Leung, C.-S. & So, H. C., Sept 2024, In: Information Sciences. 679, 121059.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

Open Access
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3 Link opens in a new tab Citations (Scopus)

2 Downloads (CityUHK Scholars)
Sparse Unmixing in the Presence of Mixed Noise Using ℓ₀-norm Constraint and Log-Cosh Loss
Chan, Y. Y., Li, X.-P., Mai, J., Leung, C.-S. & So, H. C., 2024, In: IEEE Transactions on Geoscience and Remote Sensing. 62, 5527419.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
5 Link opens in a new tab Citations (Scopus)
Truncated quadratic norm minimization for bilinear factorization based matrix completion
Wang, X.-Y., Li, X. P. & So, H. C., Jan 2024, In: Signal Processing. 214, 109219.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
7 Link opens in a new tab Citations (Scopus)
2023
Adaptive Rank-One Matrix Completion using Sum of Outer Products
Wang, Z.-Y., Li, X. P., So, H. C. & Zoubir, A. M., Sept 2023, In: IEEE Transactions on Circuits and Systems for Video Technology. 33, 9, p. 4868-4880 13 p., 10056990.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
8 Link opens in a new tab Citations (Scopus)
Fast Robust Matrix Completion via Entry-Wise ℓ₀-Norm Minimization
Li, X. P., Shi, Z.-L., Liu, Q. & So, H. C., Nov 2023, In: IEEE Transactions on Cybernetics. 53, 11, p. 7199-7212 14 p.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

Open Access
File
35 Link opens in a new tab Citations (Scopus)

214 Downloads (CityUHK Scholars)
MUSIC With Capped Frobenius Norm: Efficient Robust Direction-of-Arrival Estimator
LI, X. P., LIU, Z., SHI, Z.-L. & SO, H. C., Dec 2023, In: IEEE Transactions on Aerospace and Electronic Systems. 59, 6, p. 8090-8103
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
21 Link opens in a new tab Citations (Scopus)
Outlier-Robust Passive Elliptic Target Localization
Xiong, W. & So, H. C., 2023, In: IEEE Geoscience and Remote Sensing Letters. 20, 3503705.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
10 Link opens in a new tab Citations (Scopus)
Robust and Energy Efficient Sparse-Coded OFDM-DCSK System via Matrix Recovery
Liu, Z., So, H. C., Li, X. P., Zhang, L. & Wang, Z.-Y., Aug 2023, In: IEEE Transactions on Communications. 71, 8, p. 4839-4850
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
12 Link opens in a new tab Citations (Scopus)
Robust Low-Rank Matrix Recovery via Hybrid Ordinary-Welsch function
Wang, Z.-Y., So, H. C. & Zoubir, A. M., 2023, In: IEEE Transactions on Signal Processing. 71, p. 2548-2563
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
28 Link opens in a new tab Citations (Scopus)
Robust Matrix Completion based on Factorization and Truncated-Quadratic Loss Function
Wang, Z.-Y., Li, X. P. & So, H. C., Apr 2023, In: IEEE Transactions on Circuits and Systems for Video Technology. 33, 4, p. 1521-1534
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

Open Access
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39 Link opens in a new tab Citations (Scopus)

194 Downloads (CityUHK Scholars)
Robust Matrix Completion for Elliptic Positioning in the Presence of Outliers and Missing Data
Wenxin Xiong (熊文心), Ge Cheng (成格), Schindelhauer, C. & Hing Cheung So (蘇慶祥), 2023, In: IEEE Transactions on Geoscience and Remote Sensing. 61, 5105912.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
16 Link opens in a new tab Citations (Scopus)
Robust PCA via non-convex half-quadratic regularization
Wang, Z.-Y., Li, X. P., So, H. C. & Liu, Z., Mar 2023, In: Signal Processing. 204, 108816.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

Open Access
File
21 Link opens in a new tab Citations (Scopus)

90 Downloads (CityUHK Scholars)
ℓ₀-Norm Minimization-Based Robust Matrix Completion Approach for MIMO Radar Target Localization
LIU, Z., LI, X. P. & SO, H. C., Oct 2023, In: IEEE Transactions on Aerospace and Electronic Systems. 59, 5, p. 6759-6770
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
19 Link opens in a new tab Citations (Scopus)

Advanced Factorization Approaches for Low-Rank Matrix Recovery

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