Publications

📊 Overview

Note: PDFs are for personal use only and their copyrights are reserved by Publishers.

#: students under my supervision. Bolded name denotes the corresponding/main author.

📝 Working Papers

1. Re-LL1: An Effective Regularized $(L,L,1)$-Tensor Decomposition Method For Video Background Modeling and Foreground Separation
   N.Q. Dang#, T.T. Le, N.L. Trung, K. Abed-Meraim
   

2. Fast and Robust Triple Tensor Decomposition With Data Corruption
   N.Q. Dang#, D.M. Nhat#, T.T. Le, N.L. Trung, K. Abed-Meraim
   

3. TriNet: A Novel and Memory-Efficient Tensor Network for Higher-order Tensor Decomposition
   N.T.N. Lan#, T.T. Le, N.L. Trung, K. Abed-Meraim
   

📝 Journal Articles

1. Tensor-based Higher-Order Multivariate Singular Spectrum Analysis and Applications to Multichannel Biomedical Signal Analysis
   T.T. Le, K. Abed-Meraim, N.L. Trung, P. Ravier, O. Buttelli, A. Holobar
   SP’25: Signal Processing, 2025 (SJR/Scopus Q1)
   ScienceDirect PDF Scholar

2. OPIT: A Simple but Effective Method for Sparse Subspace Tracking in High-dimension and Low-sample-size Context
   T.T. Le, K. Abed-Meraim, N. L. Trung, & A. Hafiane
   TSP’24: IEEE Transactions on Signal Processing, 2024 (SJR/Scopus Q1)
   IEEE PDF Supplementary Github Scholar

3. Tensor Decomposition Meets Blind Source Separation
   T.T. Le, K. Abed-Meraim, P. Ravier, O. Buttelli, A. Holobar
   SP’24: Signal Processing, 2024 (SJR/Scopus Q1)
   ScienceDirect PDF Github Scholar

4. A Novel Recursive Least-Squares Adaptive Method For Streaming Tensor-Train Decomposition With Incomplete Observations
   T.T. Le, K. Abed-Meraim, N. L. Trung, & A. Hafiane
   SP’24: Signal Processing, 2024 (SJR/Scopus Q1)
   ScienceDirect PDF Github Scholar

5. A Contemporary and Comprehensive Survey on Streaming Tensor Decomposition
   T.T. Le, K. Abed-Meraim, N. L. Trung, & A. Hafiane
   TKDE’23: IEEE Transactions on Knowledge and Data Engineering, 2023 (SJR/Scopus Q1)
   IEEE TechRxiv PDF Github Scholar

6. Tracking Online Low-Rank Approximations of Higher-Order Incomplete Streaming Tensors
   T.T. Le, K. Abed-Meraim, N. L. Trung, & A. Hafiane
   Patterns’23: Cell Patterns, 2023 (SJR/Scopus Q1)
   ScienceDirect Cell PDF Github Scholar

7. Robust Tensor Tracking with Missing Data and Outliers: Novel Adaptive CP Decomposition and Convergence Analysis
   T.T. Le, K. Abed-Meraim, N. L. Trung, & A. Hafiane
   TSP’22: IEEE Transactions on Signal Processing, 2022 (SJR/Scopus Q1)
   IEEE PDF Supplementary Scholar

8. Robust Subspace Tracking with Missing Data and Outliers: Novel Algorithm with Convergence Guarantee
   T.T. Le, N.V. Dung, N. L. Trung, & K. Abed-Meraim
   TSP’21: IEEE Transactions on Signal Processing, 2021 (SJR/Scopus Q1)
   IEEE PDF Supplementary Github Scholar

9. Misspecified Cramer-Rao Bounds for Blind Channel Estimation under Channel Order Misspecification
   T.T. Le, K. Abed-Meraim, & N. L. Trung
   TSP’21: IEEE Transactions on Signal Processing, 2021 (SJR/Scopus Q1)
   IEEE PDF Github InSI-Toolbox Scholar

10. Multichannel EEG Epileptic Spike Detection by a New Method of Tensor Decomposition
    T.T. Le, N.T.A Dao, V.D. Nguyen, N. L. Trung, & K. Abed-Meraim
    JNE’20: Journal of Neural Engineering, 2020 (SJR/Scopus Q1)
    IOPscience PDF Supplementary Scholar

📘 Conference Papers (WoS/Scopus Indexed)

1. Low-Rank Triple Decomposition of Streaming Tensors and Its Application to Video Completion
   T.T. Le, N.H. Thinh, L.M. Ha, T.T.T. Quynh, L.V. Ha, V.T.L. Hoang, K. Abed-Meraim, P. Ravier, O. Buttelli
   ISCIT’25: Proc. 24th International Symposium on Communications and Information Technologies, 2025
   (New) PDF

2. Robust Sparse Subspace Tracking from Corrupted Data Observations
   T.G.T. Loan#, N.H. Lan#, N.T.N. Lan#, D.H. Son, T.T.T. Quynh, K. Abed-Meraim, N.L. Trung, T.T. Le
   ISCIT’25: Proc. 24th International Symposium on Communications and Information Technologies, 2025
   (New) Arxiv PDF

3. Tensor-Based Blind Structured Channel Estimation for Multichannel Systems
   A. Lawal, K. Abed-Meraim, A. Zerguine, T.T. Le
   EUSIPCO’25: Proc. 33rd European Signal Processing Conference, 2025 (Qualis Rank A2)
   EURASIP PDF

4. RACNN: Residual Attention Convolutional Neural Network for Near-Field Channel Estimation in 6G Wireless Communications
   V.T. Lam#, D.H. Son, T.T.T. Quynh, T.T. Le
   CITA’25: Proc. 14th Conference on Information Technology and its Applications, 2025
   Arxiv PDF Github Scholar

5. Semi-Blind Tensor-Based Channel Estimation For Double RIS MIMO Systems
   Kabiru Nasiru Aliyu, T.T. Le, K. Abed-Meraim, Azzedine Zerguine
   IEEE MECOM’24: Proc. IEEE Middle East Conference on Communications and Networking, 2024
   IEEE PDF Scholar

6. Higher-Order Singular Spectrum Analysis For Multichannel Biomedical Signal Analysis
   T.T. Le, K. Abed-Meraim, N.L. Trung
   EUSIPCO’24: Proc. 32nd European Signal Processing Conference, 2024 (Qualis Rank A2)
   IEEE EURASIP PDF Scholar

7. Tensor Kernel Learning for Classification of Alzheimer’s Conditions using Multimodal Data
   V.D. Thanh, T.T. Le, P.M. Tuan, N.L. Trung, K. Abed-Meraim, M. Adel, N.V. Dung, N.T. Trung, D.D. Long, O. Chen
   MAPR’24: Proc. International Conference on Multimedia Analysis and Pattern Recognition, 2024
   IEEE BioRxiv PDF Github Scholar

8. Tensorial Convolutive Blind Source Separation
   T.T. Le, K. Abed-Meraim, P. Ravier, O. Buttelli, A. Holobar
   ICASSP’24: Proc. 49th IEEE International Conference on Acoustics, Speech and Signal Processing, 2024 (Qualis Rank A1)
   IEEE PDF Github Scholar

9. Joint INDSCAL Decomposition Meets Blind Source Separation
   T.T. Le, K. Abed-Meraim, P. Ravier, O. Buttelli, A. Holobar
   ICASSP’24: Proc. 49th IEEE International Conference on Acoustics, Speech and Signal Processing, 2024 (Qualis Rank A1)
   IEEE PDF Github Scholar

10. Robust Subspace Tracking With Contamination via Alpha-Divergence
    T.T. Le, A.M. Rekavandi, S. Abd-Krim, & K. Abed-Meraim
    ICASSP’23: Proc. 48th IEEE International Conference on Acoustics, Speech and Signal Processing, 2023 (Qualis Rank A1)
    IEEE TechRxiv PDF Github Scholar

11. A Novel Tensor Tracking Algorithm For Block-Term Decomposition of Streaming Tensors
    T.T. Le, K. Abed-Meraim, P. Ravier, & O. Buttelli
    IEEE SSP’23: Proc. 22nd IEEE Statistical Signal Processing Workshop, 2023
    IEEE TechRxiv PDF Scholar

12. Sparse Subspace Tracking in High Dimensions
    T.T. Le, K. Abed-Meraim, A. Hafiane, & N. L. Trung
    ICASSP’22: Proc. 47th IEEE International Conference on Acoustics, Speech and Signal Processing, 2022 (Qualis Rank A1)
    IEEE PDF Github Scholar

13. Robust Tensor Tracking With Missing Data Under Tensor-Train Format
    T.T. Le, K. Abed-Meraim, N. L. Trung & A. Hafiane
    EUSIPCO’22: Proc. 31st European Signal Processing Conference, 2022 (Qualis Rank A2)
    IEEE PDF Github Scholar

14. Robust Online Tucker Dictionary Learning from Multidimensional Data Streams
    T.T. Le, T. T. Duy, K. Abed-Meraim, N. L. Trung, & A. Hafiane
    APSIPA-ASC’22: Proc. 14th Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, 2022
    IEEE PDF Github Scholar

15. A Fast Randomized Adaptive CP Decomposition for Streaming Tensors
    T.T. Le, K. Abed-Meraim, N. L. Trung, & A. Hafiane
    ICASSP’21: Proc. 46th IEEE International Conference on Acoustics, Speech and Signal Processing, 2021 (Qualis Rank A1)
    IEEE PDF Github Scholar

16. Performance Lower Bounds of Blind System Identification Techniques in The Presence of Channel Order Estimation error
    T.T. Le, K. Abed-Meraim, & N. L. Trung
    EUSIPCO’21: Proc. 30th European Signal Processing Conference, 2021 (Qualis Rank A2)
    IEEE PDF Github InSI-Toolbox Scholar

17. Side Information Effect on Semi-Blind Channel Identification for MIMO-OFDM Communications Systems
    O. Rekik, A. Mokraoui, T.T.T Quynh, T.T. Le, & K. Abed-Meraim.
    ACSSC’21: Proc. 55th Asilomar Conference on Signals, Systems, and Computers, 2021
    IEEE PDF InSI-Toolbox Scholar

18. Adaptive Algorithms for Tracking Tensor-Train Decomposition of Streaming Tensors
    T.T. Le, K. Abed-Meraim, N. L. Trung, & R. Boyer
    EUSIPCO’20: Proc. 29th European Signal Processing Conference, 2020 (Qualis Rank A2)
    IEEE PDF Github Scholar

19. Robust Subspace Tracking with Missing Data and Outliers via ADMM
    T.T. Le, V-D. Nguyen, N. L. Trung, & K. Abed-Meraim
    EUSIPCO’19: Proc. 28th European Signal Processing Conference, 2019 (Qualis Rank A2)
    IEEE PDF Github Scholar

20. EEG Source Localization: A New Multiway Temporal-Spatial-Spectral Analysis
    L.T. Xuyen, T.T. Le, N. L. Trung, T.T.T. Quynh, & N.D. Thuan
    NICS’19: Proc. NAFOSTED Conference on Information and Computer Science, 2019
    IEEE PDF Scholar

21. Nonnegative Tensor Decomposition for EEG Epileptic Spike Detection
    N.T.A. Dao, T.T. Le, V-D. Nguyen, N. L. Trung, & K. Abed-Meraim
    NICS’18: Proc. NAFOSTED Conference on Information and Computer Science, 2018
    IEEE PDF Scholar (Best Paper Award)

22. Multi-source data analysis for bike sharing systems
    N.T.H. Thu, T.T. Le, C.T. P. Dung, N. L. Trung, & L.V. Ha
    ATC’17: Proc. IEEE International Conference on Advanced Technologies for Communications, 2017
    IEEE PDF Scholar

23. On the overall ROC of multistage systems
    T.T. Le, N.T.A. Dao, N. L. Trung, & L.V. Ha
    ATC’17: Proc. IEEE International Conference on Advanced Technologies for Communications, 2017
    IEEE PDF Github Scholar

24. A new windowed graph Fourier transform
    T.T. Le, V-D. Nguyen, N. L. Trung, & K. Abed-Meraim
    NICS’17: Proc. NAFOSTED Conference on Information and Computer Science, 2017
    IEEE PDF Scholar

📑 National (Vietnamese) Journals

1. Robust Subspace Tracking Algorithms in Signal Processing: A Brief Survey
   T.T. Le, N.V. Dung, N. L. Trung, & K. Abed-Meraim
   REV Journal on Electronics and Communications (JEC), 2021
   Publisher PDF Scholar

2. New feature selection method for multi-channel EEG epileptic spike detection system
   N.T.A. Dao, T.T. Le, N.V. Dung, N. L. Trung, & L.V. Ha
   VNU Journal of Science: Computer Science and Communication Engineering, 2019
   Publisher PDF Scholar

3. Three-Way Tensor Decompositions: A Generalized Minimum Noise Subspace Based Approach
   T.T. Le, N.V. Dung, N. L. Trung, & K. Abed-Meraim
   REV Journal on Electronics and Communications (JEC), 2018
   Publisher PDF Scholar (My MSc Thesis)

4. Deep learning for epileptic spike detection
   L.T. Xuyen, T.T. Le, D.V. Viet, T.Q. Long, N. L. Trung, & N.D. Thuan
   VNU Journal of Science: Computer Science and Communication Engineering, 2017
   Publisher PDF Scholar (My BSc Thesis)

📚 Theses and Dissertations

1. Ph.D. “Signal and Image Data Stream Analytics: From Subspace to Tensor Tracking”. University of Orleans, INSA-CVL, PRISME, 2022. Theses Hal Theses Raw PDF Book

2. M.Sc. “GMNS-based Tensor Decomposition”. VNU-UET, 2018. VNU Library PDF

3. B.Sc. “EEG Epileptic Spike Detection using Deep Belief Networks”. VNU-UET, 2016. PDF (Best Thesis Award)