Publications
📊 Overview
Notes: PDFs are for personal use only and their copyrights are reserved by Publishers; # denotes students under my supervision; Bolded name denotes the corresponding/main author;
Blue: Journal papers and Green: Conference papers
2026
Re-LL1: An Effective Regularized $(L,L,1)$-Tensor Decomposition Method For Video Background Modeling and Foreground Separation PDF Code
N.Q. Dang#, T.T. Le, N.L. Trung, K. Abed-Meraim
Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (Qualis A1)
Fast and Robust Triple Tensor Decomposition With Data Corruption PDF Code
N.Q. Dang#, D.M. Nhat#, T.T. Le, N.L. Trung, K. Abed-Meraim
TriNet: A Novel and Memory-Efficient Tensor Network for Higher-order Tensor Decomposition PDF Code
N.T.N. Lan#, T.T. Le, N.L. Trung, K. Abed-Meraim
2025
Tensor-based Higher-Order Multivariate Singular Spectrum Analysis and Applications to Multichannel Biomedical Signal Analysis PDF
T.T. Le, K. Abed-Meraim, N.L. Trung, P. Ravier, O. Buttelli, A. Holobar
Signal Processing (SJR/Scopus Q1)
Low-Rank Triple Decomposition of Streaming Tensors and Its Application to Video Completion PDF
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
Proc. 2025 24th International Symposium on Communications and Information Technologies (ERA B)
Robust Sparse Subspace Tracking from Corrupted Data Observations PDF Code
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
Tensor-Based Blind Structured Channel Estimation for Multichannel Systems PDF
A. Lawal, K. Abed-Meraim, A. Zerguine, T.T. Le
Proc. 33rd European Signal Processing Conference (Qualis A2)
RACNN: Residual Attention Convolutional Neural Network for Near-Field Channel Estimation in 6G Wireless Communications PDF Code
V.T. Lam#, D.H. Son, T.T.T. Quynh, T.T. Le
Proc. 14th Conference on Information Technology and its Applications, Lecture Notes in Networks and Systems
2024
OPIT: A Simple but Effective Method for Sparse Subspace Tracking in High-dimension and Low-sample-size Context PDF Proof Code
T.T. Le, K. Abed-Meraim, N. L. Trung, & A. Hafiane
IEEE Transactions on Signal Processing (SJR/Scopus Q1)
Tensor Decomposition Meets Blind Source Separation PDF
T.T. Le, K. Abed-Meraim, P. Ravier, O. Buttelli, A. Holobar
Signal Processing (SJR/Scopus Q1)
A Novel Recursive Least-Squares Adaptive Method For Streaming Tensor-Train Decomposition With Incomplete Observations PDF Code
T.T. Le, K. Abed-Meraim, N. L. Trung, & A. Hafiane
Semi-Blind Tensor-Based Channel Estimation For Double RIS MIMO Systems PDF
Kabiru Nasiru Aliyu, T.T. Le, K. Abed-Meraim, Azzedine Zerguine
Proc. IEEE Middle East Conference on Communications and Networking
Higher-Order Singular Spectrum Analysis For Multichannel Biomedical Signal Analysis PDF
T.T. Le, K. Abed-Meraim, N.L. Trung
Proc. 32nd European Signal Processing Conference (Qualis A2)
Tensor Kernel Learning for Classification of Alzheimer’s Conditions using Multimodal Data PDF Code
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
Proc. International Conference on Multimedia Analysis and Pattern Recognition
Tensorial Convolutive Blind Source Separation PDF Github
T.T. Le, K. Abed-Meraim, P. Ravier, O. Buttelli, A. Holobar
Proc. 49th IEEE International Conference on Acoustics, Speech and Signal Processing (Qualis A1)
Joint INDSCAL Decomposition Meets Blind Source Separation PDF Github
T.T. Le, K. Abed-Meraim, P. Ravier, O. Buttelli, A. Holobar
2023
A Contemporary and Comprehensive Survey on Streaming Tensor Decomposition PDF Github
T.T. Le, K. Abed-Meraim, N. L. Trung, & A. Hafiane
IEEE Transactions on Knowledge and Data Engineering (SJR/Scopus Q1)
Tracking Online Low-Rank Approximations of Higher-Order Incomplete Streaming Tensors PDF Code
T.T. Le, K. Abed-Meraim, N. L. Trung, & A. Hafiane
Cell Patterns (SJR/Scopus Q1)
Robust Subspace Tracking With Contamination via Alpha-Divergence PDF Code
T.T. Le, A.M. Rekavandi, S. Abd-Krim, & K. Abed-Meraim
Proc. 48th IEEE International Conference on Acoustics, Speech and Signal Processing (Qualis A1)
A Novel Tensor Tracking Algorithm For Block-Term Decomposition of Streaming Tensors PDF Code
T.T. Le, K. Abed-Meraim, P. Ravier, & O. Buttelli
Proc. 22nd IEEE Statistical Signal Processing Workshop
2022
Robust Tensor Tracking with Missing Data and Outliers: Novel Adaptive CP Decomposition and Convergence Analysis PDF Proof
T.T. Le, K. Abed-Meraim, N. L. Trung, & A. Hafiane
IEEE Transactions on Signal Processing (SJR/Scopus Q1)
Sparse Subspace Tracking in High Dimensions PDF Code
T.T. Le, K. Abed-Meraim, A. Hafiane, & N. L. TrungProc. 47th IEEE International Conference on Acoustics, Speech and Signal Processing (Qualis A1)
Robust Tensor Tracking With Missing Data Under Tensor-Train Format PDF Code
T.T. Le, K. Abed-Meraim, N. L. Trung & A. Hafiane
Proc. 31st European Signal Processing Conference (Qualis A2)
Robust Online Tucker Dictionary Learning from Multidimensional Data Streams PDF Code
T.T. Le, T. T. Duy, K. Abed-Meraim, N. L. Trung, & A. Hafiane
Proc. 14th Asia-Pacific Signal and Information Processing Association Annual Summit and Conference
2021
Robust Subspace Tracking with Missing Data and Outliers: Novel Algorithm with Convergence Guarantee PDF Proof Code
T.T. Le, N.V. Dung, N. L. Trung, & K. Abed-Meraim
IEEE Transactions on Signal Processing (SJR/Scopus Q1)
Misspecified Cramer-Rao Bounds for Blind Channel Estimation under Channel Order Misspecification PDF Code InSI-Toolbox
T.T. Le, K. Abed-Meraim, & N. L. Trung
A Fast Randomized Adaptive CP Decomposition for Streaming Tensors PDF Code
T.T. Le, K. Abed-Meraim, N. L. Trung, & A. Hafiane
Proc. 46th IEEE International Conference on Acoustics, Speech and Signal Processing (Qualis A1)
Performance Lower Bounds of Blind System Identification Techniques in The Presence of Channel Order Estimation error PDF Code InSI-Toolbox
T.T. Le, K. Abed-Meraim, & N. L. Trung
Proc. 30th European Signal Processing Conference (Qualis A2)
Side Information Effect on Semi-Blind Channel Identification for MIMO-OFDM Communications Systems PDF InSI-Toolbox
O. Rekik, A. Mokraoui, T.T.T Quynh, T.T. Le, & K. Abed-Meraim.
Proc. 55th Asilomar Conference on Signals, Systems, and Computers (ERA C)
2020
Multichannel EEG Epileptic Spike Detection by a New Method of Tensor Decomposition PDF Full
T.T. Le, N.T.A Dao, V.D. Nguyen, N. L. Trung, & K. Abed-Meraim
Journal of Neural Engineering (SJR/Scopus Q1)
Adaptive Algorithms for Tracking Tensor-Train Decomposition of Streaming Tensors PDF Code
T.T. Le, K. Abed-Meraim, N. L. Trung, & R. Boyer
Proc. 29th European Signal Processing Conference (Qualis A2)
2019
Robust Subspace Tracking with Missing Data and Outliers via ADMM PDF Code
T.T. Le, V-D. Nguyen, N. L. Trung, & K. Abed-Meraim
Proc. 28th European Signal Processing Conference (Qualis A2)
EEG Source Localization: A New Multiway Temporal-Spatial-Spectral Analysis PDF
L.T. Xuyen, T.T. Le, N. L. Trung, T.T.T. Quynh, & N.D. Thuan
Proc. NAFOSTED Conference on Information and Computer Science
2018
- Nonnegative Tensor Decomposition for EEG Epileptic Spike Detection PDF
N.T.A. Dao, T.T. Le, V-D. Nguyen, N. L. Trung, & K. Abed-Meraim
Proc. NAFOSTED Conference on Information and Computer Science
(Best Paper Award)
2017
Multi-source data analysis for bike sharing systems PDF
N.T.H. Thu, T.T. Le, C.T. P. Dung, N. L. Trung, & L.V. Ha
Proc. IEEE International Conference on Advanced Technologies for Communications
On the overall ROC of multistage systems PDF Code
T.T. Le, N.T.A. Dao, N. L. Trung, & L.V. Ha
A new windowed graph Fourier transform PDF
T.T. Le, V-D. Nguyen, N. L. Trung, & K. Abed-Meraim
Proc. NAFOSTED Conference on Information and Computer Science
📑 National (Vietnamese) Journals
Ray-Tracing Channel Models for Near-Field Communication
N.T. Khang, D.H. Son, T.T. Duy, T.T. Le, Dr., T.T.T. Quynh, Dr., K. Abed-Meraim, M. Debbah, N.L. Trung
VNU Journal of Science: Computer Science and Communication Engineering, 2026Robust Subspace Tracking Algorithms in Signal Processing: A Brief SurveyPDF
T.T. Le, N.V. Dung, N. L. Trung, & K. Abed-Meraim
REV Journal on Electronics and Communications (JEC), 2021New feature selection method for multi-channel EEG epileptic spike detection system PDF
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, 2019Three-Way Tensor Decompositions: A Generalized Minimum Noise Subspace Based ApproachPDF
T.T. Le, N.V. Dung, N. L. Trung, & K. Abed-Meraim
REV Journal on Electronics and Communications (JEC), 2018 (My MSc Thesis, Top Mark)Deep learning for epileptic spike detection PDF
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 (My BSc Thesis, Top Mark)
📚 Theses and Dissertations
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
M.Sc. “GMNS-based Tensor Decomposition”. VNU-UET, 2018. VNU Library PDF
B.Sc. “EEG Epileptic Spike Detection using Deep Belief Networks”. VNU-UET, 2016. PDF