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

📝 Working papers

• TR-ADMM: An inexact ADMM based robust tensor ring decomposition for video foreground detection
  T.N. Hai#, T.T. Le, N.V.Dung, N.L. Trung, K. Abed-Meraim

• TRION: A Deep Unfolding Framework for Robust Triple Tensor Decomposition
  D.M. Nhat#, N.Q. Dang# T.T. Le, N.L. Trung, K. Abed-Meraim

2026

• 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
  Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (Qualis A1)
  PDF Code

• Fast and Robust Triple Tensor Decomposition With Data Corruption
  N.Q. Dang#, D.M. Nhat#, T.T. Le, N.L. Trung, K. Abed-Meraim
  Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (Qualis A1)
  PDF Code

• 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
  Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (Qualis A1)
  

2025

• 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
  Signal Processing (SJR/Scopus Q1)
  ScienceDirect PDF Scholar

• 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
  Proc. 2025 24th International Symposium on Communications and Information Technologies (ERA B)
  IEEE PDF Scholar (Invited)

• 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
  Proc. 2025 24th International Symposium on Communications and Information Technologies (ERA B)
  IEEE Arxiv PDF Scholar

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

• 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
  Proc. 14th Conference on Information Technology and its Applications, Lecture Notes in Networks and Systems
  Springer Arxiv PDF Code Scholar

2024

• 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 Transactions on Signal Processing (SJR/Scopus Q1)
  IEEE PDF Supplementary Code Scholar

• Tensor Decomposition Meets Blind Source Separation
  T.T. Le, K. Abed-Meraim, P. Ravier, O. Buttelli, A. Holobar
  Signal Processing (SJR/Scopus Q1)
  ScienceDirect PDF Scholar

• 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
  Signal Processing (SJR/Scopus Q1)
  ScienceDirect PDF Code Scholar

• Semi-Blind Tensor-Based Channel Estimation For Double RIS MIMO Systems
  Kabiru Nasiru Aliyu, T.T. Le, K. Abed-Meraim, Azzedine Zerguine
  Proc. IEEE Middle East Conference on Communications and Networking
  IEEE PDF Scholar

• Higher-Order Singular Spectrum Analysis For Multichannel Biomedical Signal Analysis
  T.T. Le, K. Abed-Meraim, N.L. Trung
  Proc. 32nd European Signal Processing Conference (Qualis A2)
  IEEE EURASIP PDF Scholar

• 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
  Proc. International Conference on Multimedia Analysis and Pattern Recognition
  IEEE BioRxiv PDF Code Scholar

• Tensorial Convolutive Blind Source Separation
  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)
  IEEE PDF Github Scholar

• Joint INDSCAL Decomposition Meets Blind Source Separation
  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)
  IEEE PDF Github Scholar

2023

• A Contemporary and Comprehensive Survey on Streaming Tensor Decomposition
  T.T. Le, K. Abed-Meraim, N. L. Trung, & A. Hafiane
  IEEE Transactions on Knowledge and Data Engineering (SJR/Scopus Q1)
  IEEE TechRxiv PDF Github Scholar

• Tracking Online Low-Rank Approximations of Higher-Order Incomplete Streaming Tensors
  T.T. Le, K. Abed-Meraim, N. L. Trung, & A. Hafiane
  Cell Patterns (SJR/Scopus Q1)
  ScienceDirect Cell PDF Code Scholar

• Robust Subspace Tracking With Contamination via Alpha-Divergence
  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)
  IEEE TechRxiv PDF Code Scholar

• A Novel Tensor Tracking Algorithm For Block-Term Decomposition of Streaming Tensors
  T.T. Le, K. Abed-Meraim, P. Ravier, & O. Buttelli
  Proc. 22nd IEEE Statistical Signal Processing Workshop
  IEEE TechRxiv PDF Scholar

2022

• 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 Transactions on Signal Processing (SJR/Scopus Q1)
  IEEE PDF Supplementary Scholar

• Sparse Subspace Tracking in High Dimensions
  T.T. Le, K. Abed-Meraim, A. Hafiane, & N. L. Trung
  Proc. 47th IEEE International Conference on Acoustics, Speech and Signal Processing (Qualis A1)
  IEEE PDF Code Scholar

• Robust Tensor Tracking With Missing Data Under Tensor-Train Format
  T.T. Le, K. Abed-Meraim, N. L. Trung & A. Hafiane
  Proc. 31st European Signal Processing Conference (Qualis A2)
  IEEE PDF Code Scholar

• Robust Online Tucker Dictionary Learning from Multidimensional Data Streams
  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
  IEEE PDF Code Scholar

2021

• 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 Transactions on Signal Processing (SJR/Scopus Q1)
  IEEE PDF Supplementary Code Scholar

• Misspecified Cramer-Rao Bounds for Blind Channel Estimation under Channel Order Misspecification
  T.T. Le, K. Abed-Meraim, & N. L. Trung
  IEEE Transactions on Signal Processing (SJR/Scopus Q1)
  IEEE PDF Code InSI-Toolbox Scholar

• A Fast Randomized Adaptive CP Decomposition for Streaming Tensors
  T.T. Le, K. Abed-Meraim, N. L. Trung, & A. Hafiane
  Proc. 46th IEEE International Conference on Acoustics, Speech and Signal Processing (Qualis A1)
  IEEE PDF Code Scholar

• 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
  Proc. 30th European Signal Processing Conference (Qualis A2)
  IEEE PDF Code InSI-Toolbox Scholar

• 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.
  Proc. 55th Asilomar Conference on Signals, Systems, and Computers (ERA C)
  IEEE PDF InSI-Toolbox Scholar

2020

• 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
  Journal of Neural Engineering (SJR/Scopus Q1)
  IOPscience PDF Supplementary Scholar

• Adaptive Algorithms for Tracking Tensor-Train Decomposition of Streaming Tensors
  T.T. Le, K. Abed-Meraim, N. L. Trung, & R. Boyer
  Proc. 29th European Signal Processing Conference (Qualis A2)
  IEEE PDF Code Scholar

2019

• Robust Subspace Tracking with Missing Data and Outliers via ADMM
  T.T. Le, V-D. Nguyen, N. L. Trung, & K. Abed-Meraim
  Proc. 28th European Signal Processing Conference (Qualis A2)
  IEEE PDF Code Scholar

• 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
  Proc. NAFOSTED Conference on Information and Computer Science
  IEEE PDF Scholar

2018

• Nonnegative Tensor Decomposition for EEG Epileptic Spike Detection
  N.T.A. Dao, T.T. Le, V-D. Nguyen, N. L. Trung, & K. Abed-Meraim
  Proc. NAFOSTED Conference on Information and Computer Science
  IEEE PDF Scholar (Best Paper Award)

2017

• 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
  Proc. IEEE International Conference on Advanced Technologies for Communications
  IEEE PDF Scholar

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

• A new windowed graph Fourier transform
  T.T. Le, V-D. Nguyen, N. L. Trung, & K. Abed-Meraim
  Proc. NAFOSTED Conference on Information and Computer Science
  IEEE PDF Scholar

📑 National (Vietnamese) Journals

• 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

• 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

• 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)

• 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

• 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