Publications & Codes

All my publications can be found in my Google Scholar and their source codes in my Github .

Note: PDFs are for personal use only and their copyrights are reserved by Publishers.

2024

Tensor Decomposition Meets Blind Source Separation
L.T. Thanh, K. Abed-Meraim, P. Ravier, O. Buttelli, A. Holobar
Signal Processing, 2024 (SJR/Scopus Q1)
Elsevier PDF
A 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
Signal Processing, 2024 (SJR/Scopus Q1)
Elsevier PDF Github
OPIT: 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
IEEE Transactions on Signal Processing, 2024 (SJR/Scopus Q1)
IEEE PDF Supplementary Github
Tensorial Convolutive Blind Source Separation
L.T. Thanh, K. Abed-Meraim, P. Ravier, O. Buttelli, A. Holobar
Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2024 (Flagship, Qualis A1)
IEEE PDF
Joint INDSCAL Decomposition Meets Blind Source Separation
L.T. Thanh, K. Abed-Meraim, P. Ravier, O. Buttelli, A. Holobar
Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2024 (Flagship, Qualis A1)
IEEE PDF

A Contemporary and Comprehensive Survey on Streaming Tensor Decomposition
L.T. Thanh, K. Abed-Meraim, N. L. Trung, & A. Hafiane
IEEE Transactions on Knowledge and Data Engineering, 2023 (SJR/Scopus Q1)
IEEE TechRxiv PDF Github
Tracking Online Low-Rank Approximations of Higher-Order Incomplete Streaming Tensors
L.T. Thanh, K. Abed-Meraim, N. L. Trung, & A. Hafiane
Cell Patterns, 2023 (SJR/Scopus Q1)
Elsevier Cell PDF Github
Robust Subspace Tracking With Contamination via Alpha-Divergence
L.T. Thanh, A.M. Rekavandi, S. Abd-Krim, & K. Abed-Meraim
Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023 (Flagship, Qualis A1)
IEEE TechRxiv PDF Github
A Novel Tensor Tracking Algorithm For Block-Term Decomposition of Streaming Tensors
L.T. Thanh, K. Abed-Meraim, P. Ravier, & O. Buttelli
Proc. IEEE Statistical Signal Processing Workshop (SSP), 2023
IEEE TechRxiv PDF

Robust 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
IEEE Transactions on Signal Processing, 2022 (SJR/Scopus Q1)
IEEE PDF Supplementary
Sparse Subspace Tracking in High Dimensions
L.T. Thanh, K. Abed-Meraim, A. Hafiane, & N. L. Trung
Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2022 (Flagship, Qualis A1)
IEEE PDF Github
Robust Tensor Tracking With Missing Data Under Tensor-Train Format
L.T. Thanh, K. Abed-Meraim, N. L. Trung & A. Hafiane
Proc. European Signal Processing Conference (EUSIPCO), 2022 (Qualis A2)
IEEE PDF Github
Robust Online Tucker Dictionary Learning from Multidimensional Data Streams
L.T. Thanh, T. T. Duy, K. Abed-Meraim, N. L. Trung, & A. Hafiane
Proc. Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA-ASC), 2022
IEEE PDF Github

Robust Subspace Tracking with Missing Data and Outliers: Novel Algorithm with Convergence Guarantee
L.T. Thanh, N.V. Dung, N. L. Trung, & K. Abed-Meraim
IEEE Transactions on Signal Processing, 2021 (SJR/Scopus Q1)
IEEE PDF Supplementary Github
Misspecified Cramer-Rao Bounds for Blind Channel Estimation under Channel Order Misspecification
L.T. Thanh, K. Abed-Meraim, & N. L. Trung
IEEE Transactions on Signal Processing, 2021 (SJR/Scopus Q1)
IEEE PDF Github InSI-Toolbox
A Fast Randomized Adaptive CP Decomposition for Streaming Tensors
L.T. Thanh, K. Abed-Meraim, N. L. Trung, & A. Hafiane
Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2021 (Flagship, Qualis A1)
IEEE PDF Github
Performance Lower Bounds of Blind System Identification Techniques in The Presence of Channel Order Estimation error
L.T. Thanh, K. Abed-Meraim, & N. L. Trung
Proc. European Signal Processing Conference (EUSIPCO), 2021 (Qualis A2)
IEEE PDF Github InSI-Toolbox
Side 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.
Proc. Asilomar Conference on Signals, Systems, and Computers (ACSSC), 2021
IEEE PDF InSI-Toolbox

Multichannel 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
Journal of Neural Engineering, 2020 (SJR/Scopus Q1)
IOP Publishing PDF Supplementary
Adaptive Algorithms for Tracking Tensor-Train Decomposition of Streaming Tensors
L.T. Thanh, K. Abed-Meraim, N. L. Trung, & R. Boyer
Proc. European Signal Processing Conference (EUSIPCO), 2020 (Qualis A2)
IEEE PDF Github

Robust Subspace Tracking with Missing Data and Outliers via ADMM
L.T. Thanh, V-D. Nguyen, N. L. Trung, & K. Abed-Meraim
Proc. European Signal Processing Conference (EUSIPCO), 2019 (Qualis A2)
IEEE PDF Github
EEG 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
Proc. NAFOSTED Conference on Information and Computer Science (NICS), 2019
IEEE PDF
Nonnegative Tensor Decomposition for EEG Epileptic Spike Detection
N.T.A. Dao, L.T. Thanh, V-D. Nguyen, N. L. Trung, & K. Abed-Meraim
Proc. NAFOSTED Conference on Information and Computer Science (NICS), 2018
IEEE PDF
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
Proc. IEEE International Conference on Advanced Technologies for Communications (ATC), 2017
IEEE PDF
On the overall ROC of multistage systems
L.T. Thanh, N.T.A. Dao, N. L. Trung, & L.V. Ha
Proc. IEEE International Conference on Advanced Technologies for Communications (ATC), 2017
IEEE PDF Github
A new windowed graph Fourier transform
L.T. Thanh, V-D. Nguyen, N. L. Trung, & K. Abed-Meraim
Proc. NAFOSTED Conference on Information and Computer Science (NICS), 2017
IEEE PDF

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, 2021
Publisher PDF
Three-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, 2018
Publisher PDF
New 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
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, 2018
Publisher PDF

Ph.D. “Signal and Image Data Stream Analytics: From Subspace to Tensor Tracking”. University of Orleans, INSA-CVL, PRISME, 2022. Raw PDF Book
M.Sc. “GMNS-based Tensor Decomposition”. VNU-UET, 2018. PDF
B.Sc. “EEG Epileptic Spike Detection using Deep Belief Networks”. VNU-UET, 2016. PDF