Publications
đ Overview
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#: students under my supervision. Bolded name denotes the corresponding/main author.
đ Working Papers
Low-Rank Triple Decomposition of Streaming Tensors and Its Application to Video Completion
L.T. Thanh, N.H. Thinh, L.M. Ha, T.T.T. Quynh, L.V. Ha, V.T.L. Hoang, K. Abed-Meraim, P. Ravier, O. Buttelli (Submitted)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, L.T. Thanh (Submitted)Re-LL1: An Effective Regularized $(L,L,1)$-Tensor Decomposition Method For Video Background Modeling and Foreground Separation
N.Q. Dang#, L.T. Thanh, N.L. Trung, K. Abed-Meraim
đ Journal Articles
Tensor-based Higher-Order Multivariate Singular Spectrum Analysis and Applications to Multichannel Biomedical Signal Analysis
L.T. Thanh, K. Abed-Meraim, N.L. Trung, P. Ravier, O. Buttelli, A. Holobar
SPâ25: Signal Processing, 2025 (SJR/Scopus Q1)
ScienceDirect PDF ScholarOPIT: A Simple but Effective Method for Sparse Subspace Tracking in High-dimension and Low-sample-size Context
L.T. Thanh, K. Abed-Meraim, N. L. Trung, & A. Hafiane
TSPâ24: IEEE Transactions on Signal Processing, 2024 (SJR/Scopus Q1)
IEEE PDF Supplementary Github ScholarTensor Decomposition Meets Blind Source Separation
L.T. Thanh, K. Abed-Meraim, P. Ravier, O. Buttelli, A. Holobar
SPâ24: Signal Processing, 2024 (SJR/Scopus Q1)
ScienceDirect PDF Github ScholarA Novel Recursive Least-Squares Adaptive Method For Streaming Tensor-Train Decomposition With Incomplete Observations
L.T. Thanh, K. Abed-Meraim, N. L. Trung, & A. Hafiane
SPâ24: Signal Processing, 2024 (SJR/Scopus Q1)
ScienceDirect PDF Github ScholarA Contemporary and Comprehensive Survey on Streaming Tensor Decomposition
L.T. Thanh, K. Abed-Meraim, N. L. Trung, & A. Hafiane
TKDEâ23: IEEE Transactions on Knowledge and Data Engineering, 2023 (SJR/Scopus Q1)
IEEE TechRxiv PDF Github ScholarTracking Online Low-Rank Approximations of Higher-Order Incomplete Streaming Tensors
L.T. Thanh, K. Abed-Meraim, N. L. Trung, & A. Hafiane
Patternsâ23: Cell Patterns, 2023 (SJR/Scopus Q1)
ScienceDirect Cell PDF Github ScholarRobust Tensor Tracking with Missing Data and Outliers: Novel Adaptive CP Decomposition and Convergence Analysis
L.T. Thanh, K. Abed-Meraim, N. L. Trung, & A. Hafiane
TSPâ22: IEEE Transactions on Signal Processing, 2022 (SJR/Scopus Q1)
IEEE PDF Supplementary ScholarRobust Subspace Tracking with Missing Data and Outliers: Novel Algorithm with Convergence Guarantee
L.T. Thanh, N.V. Dung, N. L. Trung, & K. Abed-Meraim
TSPâ21: IEEE Transactions on Signal Processing, 2021 (SJR/Scopus Q1)
IEEE PDF Supplementary Github ScholarMisspecified Cramer-Rao Bounds for Blind Channel Estimation under Channel Order Misspecification
L.T. Thanh, K. Abed-Meraim, & N. L. Trung
TSPâ21: IEEE Transactions on Signal Processing, 2021 (SJR/Scopus Q1)
IEEE PDF Github InSI-Toolbox ScholarMultichannel EEG Epileptic Spike Detection by a New Method of Tensor Decomposition
L.T. Thanh, N.T.A Dao, V.D. Nguyen, N. L. Trung, & K. Abed-Meraim
JNEâ20: Journal of Neural Engineering, 2020 (SJR/Scopus Q1)
IOPscience PDF Supplementary Scholar
đ Conference Papers (WoS/Scopus Indexed)
Tensor-Based Blind Structured Channel Estimation for Multichannel Systems
A. Lawal, K. Abed-Meraim, A. Zerguine, L.T. Thanh
EUSIPCOâ25: Proc. 33rd European Signal Processing Conference, 2025 (Qualis Rank A2)
PDFRACNN: Residual Attention Convolutional Neural Network for Near-Field Channel Estimation in 6G Wireless Communications
V.T. Lam#, D.H. Son, T.T.T. Quynh, L.T. Thanh
CITAâ25: Proc. 14th Conference on Information Technology and its Applications, 2025
Arxiv Github ScholarSemi-Blind Tensor-Based Channel Estimation For Double RIS MIMO Systems
Kabiru Nasiru Aliyu, L.T. Thanh, K. Abed-Meraim, Azzedine Zerguine
IEEE MECOMâ24: Proc. IEEE Middle East Conference on Communications and Networking, 2024
IEEE PDF ScholarHigher-Order Singular Spectrum Analysis For Multichannel Biomedical Signal Analysis
L.T. Thanh, K. Abed-Meraim, N.L. Trung
EUSIPCOâ24: Proc. European Signal Processing Conference, 2024 (Qualis Rank A2)
IEEE EURASIP PDF ScholarTensor Kernel Learning for Classification of Alzheimerâs Conditions using Multimodal Data
V.D. Thanh, L.T. Thanh, P.M. Tuan, N.L. Trung, K. Abed-Meraim, M. Adel, N.V. Dung, N.T. Trung, D.D. Long, O. Chen
MAPRâ24: Proc. International Conference on Multimedia Analysis and Pattern Recognition, 2024
IEEE BioRxiv PDF Github ScholarTensorial Convolutive Blind Source Separation
L.T. Thanh, K. Abed-Meraim, P. Ravier, O. Buttelli, A. Holobar
ICASSPâ24: Proc. IEEE International Conference on Acoustics, Speech and Signal Processing, 2024 (Qualis Rank A1)
IEEE PDF Github ScholarJoint INDSCAL Decomposition Meets Blind Source Separation
L.T. Thanh, K. Abed-Meraim, P. Ravier, O. Buttelli, A. Holobar
ICASSPâ24: Proc. IEEE International Conference on Acoustics, Speech and Signal Processing, 2024 (Qualis Rank A1)
IEEE PDF Github ScholarRobust Subspace Tracking With Contamination via Alpha-Divergence
L.T. Thanh, A.M. Rekavandi, S. Abd-Krim, & K. Abed-Meraim
ICASSPâ23: Proc. IEEE International Conference on Acoustics, Speech and Signal Processing, 2023 (Qualis Rank A1)
IEEE TechRxiv PDF Github ScholarA Novel Tensor Tracking Algorithm For Block-Term Decomposition of Streaming Tensors
L.T. Thanh, K. Abed-Meraim, P. Ravier, & O. Buttelli
IEEE SSPâ23: Proc. IEEE Statistical Signal Processing Workshop, 2023
IEEE TechRxiv PDF ScholarSparse Subspace Tracking in High Dimensions
L.T. Thanh, K. Abed-Meraim, A. Hafiane, & N. L. Trung
ICASSPâ22: Proc. IEEE International Conference on Acoustics, Speech and Signal Processing, 2022 (Qualis Rank A1)
IEEE PDF Github ScholarRobust Tensor Tracking With Missing Data Under Tensor-Train Format
L.T. Thanh, K. Abed-Meraim, N. L. Trung & A. Hafiane
EUSIPCOâ22: Proc. European Signal Processing Conference, 2022 (Qualis Rank A2)
IEEE PDF Github ScholarRobust Online Tucker Dictionary Learning from Multidimensional Data Streams
L.T. Thanh, T. T. Duy, K. Abed-Meraim, N. L. Trung, & A. Hafiane
APSIPA-ASCâ22: Proc. Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, 2022
IEEE PDF Github ScholarA Fast Randomized Adaptive CP Decomposition for Streaming Tensors
L.T. Thanh, K. Abed-Meraim, N. L. Trung, & A. Hafiane
ICASSPâ21: Proc. IEEE International Conference on Acoustics, Speech and Signal Processing, 2021 (Qualis Rank A1)
IEEE PDF Github ScholarPerformance Lower Bounds of Blind System Identification Techniques in The Presence of Channel Order Estimation error
L.T. Thanh, K. Abed-Meraim, & N. L. Trung
EUSIPCOâ21: Proc. European Signal Processing Conference, 2021 (Qualis Rank A2)
IEEE PDF Github InSI-Toolbox ScholarSide Information Effect on Semi-Blind Channel Identification for MIMO-OFDM Communications Systems
O. Rekik, A. Mokraoui, T.T.T Quynh, L.T. Thanh, & K. Abed-Meraim.
ACSSCâ21: Proc. Asilomar Conference on Signals, Systems, and Computers, 2021
IEEE PDF InSI-Toolbox ScholarAdaptive Algorithms for Tracking Tensor-Train Decomposition of Streaming Tensors
L.T. Thanh, K. Abed-Meraim, N. L. Trung, & R. Boyer
EUSIPCOâ20: Proc. European Signal Processing Conference, 2020 (Qualis Rank A2)
IEEE PDF Github ScholarRobust Subspace Tracking with Missing Data and Outliers via ADMM
L.T. Thanh, V-D. Nguyen, N. L. Trung, & K. Abed-Meraim
EUSIPCOâ19: Proc. European Signal Processing Conference, 2019 (Qualis Rank A2)
IEEE PDF Github ScholarEEG Source Localization: A New Multiway Temporal-Spatial-Spectral Analysis
L.T. Xuyen, L.T. Thanh, N. L. Trung, T.T.T. Quynh, & N.D. Thuan
NICSâ19: Proc. NAFOSTED Conference on Information and Computer Science, 2019
IEEE PDF ScholarNonnegative Tensor Decomposition for EEG Epileptic Spike Detection
N.T.A. Dao, L.T. Thanh, V-D. Nguyen, N. L. Trung, & K. Abed-Meraim
NICSâ18: Proc. NAFOSTED Conference on Information and Computer Science, 2018
IEEE PDF Scholar (Best Paper Award)Multi-source data analysis for bike sharing systems
N.T.H. Thu, L.T. Thanh, C.T. P. Dung, N. L. Trung, & L.V. Ha
ATCâ17: Proc. IEEE International Conference on Advanced Technologies for Communications, 2017
IEEE PDF ScholarOn the overall ROC of multistage systems
L.T. Thanh, N.T.A. Dao, N. L. Trung, & L.V. Ha
ATCâ17: Proc. IEEE International Conference on Advanced Technologies for Communications, 2017
IEEE PDF Github ScholarA new windowed graph Fourier transform
L.T. Thanh, V-D. Nguyen, N. L. Trung, & K. Abed-Meraim
NICSâ17: Proc. NAFOSTED Conference on Information and Computer Science, 2017
IEEE PDF Scholar
đ National (Vietnamese) Journals
Robust Subspace Tracking Algorithms in Signal Processing: A Brief Survey
L.T. Thanh, N.V. Dung, N. L. Trung, & K. Abed-Meraim
REV Journal on Electronics and Communications (JEC), 2021
Publisher PDF ScholarNew feature selection method for multi-channel EEG epileptic spike detection system
N.T.A. Dao, L.T. Thanh, N.V. Dung, N. L. Trung, & L.V. Ha
VNU Journal of Science: Computer Science and Communication Engineering, 2019
Publisher PDF ScholarThree-Way Tensor Decompositions: A Generalized Minimum Noise Subspace Based Approach
L.T. Thanh, N.V. Dung, N. L. Trung, & K. Abed-Meraim
REV Journal on Electronics and Communications (JEC), 2018
Publisher PDF Scholar (My MSc Thesis)Deep learning for epileptic spike detection
L.T. Xuyen, L.T. Thanh, 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)
đ Theses and Dissertations
Ph.D. âSignal and Image Data Stream Analytics: From Subspace to Tensor Trackingâ. University of Orleans, INSA-CVL, PRISME, 2022. Theses Hal Theses Raw PDF Book
M.Sc. âGMNS-based Tensor Decompositionâ. VNU-UET, 2018. VNU Library PDF
B.Sc. âEEG Epileptic Spike Detection using Deep Belief Networksâ. VNU-UET, 2016. PDF (Best Thesis Award)