Publications

📊 Overview

Notes:

• PDFs are for personal use only and their copyrights are reserved by Publishers
• My name in bold indicates the main author (corresponding/first)
• # denotes students under my supervision
• Blue: Journal papers and Green: Conference papers

2026

• Novel PET-Driven Brain Mapping for Diagnosis of Alzheimer’s Disease: Integrated Feature Extraction and Ranking Capabilities PDF
  P.M. Tuan, L.Q. Anh, T.T. Le, T.L. Phan, M. Adel, S. Bourennane, I.B. Parlak, E. Guedj, G. Nagels, N.L. Trung
  APSIPA Transactions on Signal and Information Processing (SJR/Scopus Q2)
  

• TR-ADMM: An Inexact ADMM-based Robust Tensor Ring Decomposition For Video Foreground Detection PDF
  T.N. Hai#, T.T. Le, N.V. Dung, N.L. Trung, K. Abed-Meraim
  EUSIPCO: Proc. 34th European Signal Processing Conference (Qualis A1)
  

• 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
  ICASSP: Proc. 51st 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
  ICASSP: Proc. 51st IEEE International Conference on Acoustics, Speech and Signal Processing (Qualis A1)
  

• 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
  ICASSP: Proc. 51st IEEE International Conference on Acoustics, Speech and Signal Processing (Qualis A1)
  

• Metabolic networks on PET-based C-Atlas for diagnosis of Alzheimer’s disease PDF
  L.Q. Anh, N.T. Dung, N.P. Trang, P.M. Tuan, T.T. Le, N.T. Trung, S. de Witte, M. Adel, I.B. Parlak, K. Abed-Meraim, J. Van Schependom, S. Engelborghs, G. Nagels, N. L. Trung
  IEEE MAPR: Proc. International Conference on Multimedia Analysis and Pattern Recognition
  

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
  IEEE ISCIT: 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
  IEEE ISCIT: Proc. 2025 24th International Symposium on Communications and Information Technologies (ERA B)
  

• Tensor-Based Blind Structured Channel Estimation for Multichannel Systems PDF
  A. Lawal, K. Abed-Meraim, A. Zerguine, T.T. Le
  EUSIPCO: Proc. 33rd European Signal Processing Conference (Qualis A1)
  

• 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
  CITA: 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, top 5%)
  

• 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
  Signal Processing (SJR/Scopus Q1)
  

• Semi-Blind Tensor-Based Channel Estimation For Double RIS MIMO Systems PDF
  Kabiru Nasiru Aliyu, T.T. Le, K. Abed-Meraim, Azzedine Zerguine
  IEEE MECOM: 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
  EUSIPCO: Proc. 32nd European Signal Processing Conference (Qualis A1)
  

• 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
  IEEE MAPR: 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
  ICASSP: 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
  ICASSP: Proc. 49th IEEE International Conference on Acoustics, Speech and Signal Processing (Qualis A1)
  

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, top 5%)
  

• Tracking Online Low-Rank Approximations of Higher-Order Incomplete Streaming Tensors PDF Code
  T.T. Le, K. Abed-Meraim, N. L. Trung, & A. Hafiane
  Patterns (Cell Press, SJR/Scopus Q1, top 5%)
  

• Robust Subspace Tracking With Contamination via Alpha-Divergence PDF Code
  T.T. Le, A.M. Rekavandi, S. Abd-Krim, & K. Abed-Meraim
  ICASSP: 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
  IEEE SPS: 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, top 5%)
  

• Sparse Subspace Tracking in High Dimensions PDF Code
  T.T. Le, K. Abed-Meraim, A. Hafiane, & N. L. Trung
  ICASSP: Proc. 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
  EUSIPCO: Proc. 31st European Signal Processing Conference (Qualis A1)
  

• 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
  APSIPA ASC: 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, top 5%)
  

• 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
  IEEE Transactions on Signal Processing (SJR/Scopus Q1, top 5%)
  

• A Fast Randomized Adaptive CP Decomposition for Streaming Tensors PDF Code
  T.T. Le, K. Abed-Meraim, N. L. Trung, & A. Hafiane
  ICASSP: 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
  EUSIPCO: Proc. 30th European Signal Processing Conference (Qualis A1)
  

• 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.
  ACSSC: 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
  EUSIPCO: 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
  EUSIPCO: 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
  NICS: 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
  IEEE NICS: 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
  IEEE ATC: 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
  IEEE ATC: Proc. IEEE International Conference on Advanced Technologies for Communications
  

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

📑 National (Vietnamese) Journals

• Ray-Tracing Channel Models for Near-Field Communication PDF
  N.T. Khang, D.H. Son, T.T. Duy, T.T. Le , T.T.T. Quynh,, K. Abed-Meraim, M. Debbah, N.L. Trung
  VNU Journal of Science: Computer Science and Communication Engineering, 2026
  

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

• New 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, 2019
  

• Three-Way Tensor Decompositions: A Generalized Minimum Noise Subspace Based Approach PDF
  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