Thanh Trung Le

Lecturer, Vietnam National University Hanoi, VNU-UET
Hanoi, Vietnam

About me

I received my B.Sc. and M.Sc. degrees both in Electronics and Communications from Vietnam National University Hanoi, VNU-UET, in 2016 and 2018 respectively, and my Ph.D. degree in Computer Science and Signal Processing from the University of Orléans, INSA CVL, PRISME in 2022. I was a postdoctoral researcher at the University of Orléans from 2022 to 2023. Currently, I am a lecturer at Vietnam National University Hanoi, VNU-UET.

Research Interests

Signal processing, data science, and their applications:

  • Subspace estimation and tracking
  • Tensor decomposition and tracking
  • System identification
  • Biomedical signal processing

Select Publications

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 Trans. Signal Process., 2024
IEEE PDF Matlab Code

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
Elsevier Signal Process., 2024
Elsevier PDF Matlab Code

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
CellPress Elsevier PDF Matlab Code

Robust Subspace Tracking With Contamination via Alpha-Divergence
L.T. Thanh, A.M. Rekavandi, S. Abd-Krim, & K. Abed-Meraim
IEEE ICASSP, 2023
IEEE Xplore TechRxiv PDF Matlab Code

A Contemporary and Comprehensive Survey on Streaming Tensor Decomposition
L.T. Thanh, K. Abed-Meraim, N. L. Trung, & A. Hafiane
IEEE Trans. Knowl. Data Eng., 2022
IEEE Xplore 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 Trans. Signal Process., 2022
IEEE Xplore PDF Supplementary

Misspecified Cramer-Rao Bounds for Blind Channel Estimation under Channel Order Misspecification
L.T. Thanh, K. Abed-Meraim, N. L. Trung
IEEE Trans. Signal Process., 2021
IEEE Xplore PDF Matlab Code InSI Toolbox

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 Trans. Signal Process., 2021
IEEE Xplore PDF Matlab Code Supplementary

A Fast Randomized Adaptive CP Decomposition for Streaming Tensors
L.T. Thanh, K. Abed-Meraim, N.L. Trung, & A. Hafiane
IEEE ICASSP, 2021
IEEE Xplore PDF Matlab Code

Multichannel EEG Epileptic Spike Detection by a New Method of Tensor Decomposition
L.T. Thanh, N.T.A. Dao, N.V. Dung, N. L. Trung, K. Abed-Meraim
J. Neural Eng., 2020
IOPscience PDF Full Report

Contact

  • Thanh Trung Le
    VNU University of Engineering and Technology
    Vietnam National University, Hanoi
    144 Xuan Thuy, Cau Giay, Hanoi, Vietnam
  • Emails: thanhletrung@vnu.edu.vn (working) or thanhle88.tbt@gmail.com (personal)