Thanh Trung Le

Thanh Trung Le

Ph.D. in CS & SP

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 2024 Signal Processing (SJR/Scopus Q1)
    ScienceDirect PDF Github 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
    IEEE-TSP 2024 IEEE Transactions on Signal Processing (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 2024 Signal Processing (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 2024 Signal Processing (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
    IEEE-TKDE 2023 IEEE Transactions on Knowledge and Data Engineering (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 2023 Cell Patterns (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
    IEEE-TSP 2022 IEEE Transactions on Signal Processing (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
    IEEE-TSP 2021 IEEE Transactions on Signal Processing (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
    IEEE-TSP 2021 IEEE Transactions on Signal Processing (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 2021 Journal of Neural Engineering (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 2021 Proc. 2025 24th International Symposium on Communications and Information Technologies
    (New) PDF (Invited)

  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 2021 Proc. 2025 24th International Symposium on Communications and Information Technologies
    (New) Arxiv PDF Scholar

  3. Tensor-Based Blind Structured Channel Estimation for Multichannel Systems
    A. Lawal, K. Abed-Meraim, A. Zerguine, T.T. Le
    EUSIPCO 2025 Proc. 33rd European Signal Processing Conference (Qualis Rank A2)
    EURASIP PDF Scholar

  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 2025 Proc. 14th Conference on Information Technology and its Applications
    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 2024 Proc. IEEE Middle East Conference on Communications and Networking
    IEEE PDF Scholar

  6. Higher-Order Singular Spectrum Analysis For Multichannel Biomedical Signal Analysis
    T.T. Le, K. Abed-Meraim, N.L. Trung
    EUSIPCO 2024 Proc. 32nd European Signal Processing Conference (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 2024 Proc. International Conference on Multimedia Analysis and Pattern Recognition
    IEEE BioRxiv PDF Github Scholar

  8. Tensorial Convolutive Blind Source Separation
    T.T. Le, K. Abed-Meraim, P. Ravier, O. Buttelli, A. Holobar
    IEEE-ICASSP 2024 Proc. 49th IEEE International Conference on Acoustics, Speech and Signal Processing (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
    IEEE-ICASSP 2024 Proc. 49th IEEE International Conference on Acoustics, Speech and Signal Processing (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
    IEEE-ICASSP 2023 Proc. 48th IEEE International Conference on Acoustics, Speech and Signal Processing (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 2023 Proc. 22nd IEEE Statistical Signal Processing Workshop
    IEEE TechRxiv PDF Scholar

  12. Sparse Subspace Tracking in High Dimensions
    T.T. Le, K. Abed-Meraim, A. Hafiane, & N. L. Trung
    IEEE-ICASSP 2022 Proc. 47th IEEE International Conference on Acoustics, Speech and Signal Processing (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 2022 Proc. 31st European Signal Processing Conference (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 2022 Proc. 14th Asia-Pacific Signal and Information Processing Association Annual Summit and Conference
    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
    IEEE-ICASSP 2021 Proc. 46th IEEE International Conference on Acoustics, Speech and Signal Processing (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 2021 Proc. 30th European Signal Processing Conference (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 2021 Proc. 55th Asilomar Conference on Signals, Systems, and Computers
    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 2020 Proc. 29th European Signal Processing Conference (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 2019 Proc. 28th European Signal Processing Conference (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
    IEEE-NICS 2019 Proc. NAFOSTED Conference on Information and Computer Science
    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
    IEEE-NICS 2018Proc. NAFOSTED Conference on Information and Computer Science
    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
    IEEE-ATC 2017 Proc. IEEE International Conference on Advanced Technologies for Communications
    IEEE PDF Scholar

  23. On the overall ROC of multistage systems
    T.T. Le, N.T.A. Dao, N. L. Trung, & L.V. Ha
    IEEE-ATC 2017 Proc. IEEE International Conference on Advanced Technologies for Communications
    IEEE PDF Github Scholar

  24. A new windowed graph Fourier transform
    T.T. Le, V-D. Nguyen, N. L. Trung, & K. Abed-Meraim
    IEEE-NICS 2017 Proc. NAFOSTED Conference on Information and Computer Science
    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, Top Mark)

  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, Top Mark)

📚 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