Thanh Trung Le

Thanh Trung Le

Ph.D. in Signal Processing

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.

Journals

  1. 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 Process., 2023 (SJR Q1, IF = 4.4)
    Elsevier PDF Matlab Code

  2. Tracking Online Low-Rank Approximations of Higher-Order Incomplete Streaming Tensors
    L.T. Thanh, K. Abed-Meraim, N. L. Trung, & A. Hafiane
    Patterns, 2023 (SJR Q1, IF = 6.5)
    Elsevier CellPress PDF Matlab Code

  3. 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 (SJR Q1, IF = 8.9)
    IEEE TechRxiv PDF

  4. 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 (SJR Q1, IF = 5.4)
    IEEE PDF Supplementary

  5. 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, (SJR Q1, IF = 5.4)
    IEEE PDF Matlab Code Supplementary

  6. 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 (SJR Q1, IF = 5.4)
    IEEE PDF Matlab Code InSI Toolbox

  7. 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
    J. Neural Eng., 2020 (SJR Q1, IF = 4.0)
    IOP Publishing PDF Supplementary

Conferences

  1. Robust Subspace Tracking With Contamination via Alpha-Divergence
    L.T. Thanh, A.M. Rekavandi, S. Abd-Krim, & K. Abed-Meraim
    Proc. 48th IEEE ICASSP, 2023 (Flagship, Rank A1 Qualis)
    IEEE TechRxiv PDF Matlab Code

  2. A Novel Tensor Tracking Algorithm For Block-Term Decomposition of Streaming Tensors
    L.T. Thanh, K. Abed-Meraim, P. Ravier, & O. Buttelli
    Proc. 22nd IEEE SSP, 2023
    IEEE TechRxiv PDF

  3. Sparse Subspace Tracking in High Dimensions
    L.T. Thanh, K. Abed-Meraim, A. Hafiane, & N. L. Trung
    Proc. 47th IEEE ICASSP, 2022 (Flagship, Rank A1 Qualis)
    IEEE PDF Matlab Code

  4. Robust Tensor Tracking With Missing Data Under Tensor-Train Format
    L.T. Thanh, K. Abed-Meraim, N. L. Trung & A. Hafiane
    Proc. 30th EUSIPCO, 2022 (Rank A2 Qualis)
    IEEE PDF Matlab Code

  5. Robust Online Tucker Dictionary Learning from Multidimensional Data Streams
    L.T. Thanh, T. T. Duy, K. Abed-Meraim, N. L. Trung, & A. Hafiane
    Proc. 14th APSIPA-ASC, 2022
    IEEE PDF Matlab Code

  6. A Fast Randomized Adaptive CP Decomposition for Streaming Tensors
    L.T. Thanh, K. Abed-Meraim, N. L. Trung, & A. Hafiane
    Proc. 46th IEEE ICASSP, 2021 (Flagship, Rank A1 Qualis)
    IEEE PDF Matlab Code

  7. 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. 29th EUSIPCO, 2021 (Rank A2 Qualis)
    IEEE PDF Matlab Code InSI Toolbox

  8. 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. 55th Asilomar, 2021
    IEEE PDF InSI Toolbox

  9. Adaptive Algorithms for Tracking Tensor-Train Decomposition of Streaming Tensors
    L.T. Thanh, K. Abed-Meraim, N. L. Trung, & R. Boyer
    Proc. 28th EUSIPCO, 2020 (Rank A2 Qualis)
    IEEE PDF Matlab Code

  10. Robust Subspace Tracking with Missing Data and Outliers via ADMM
    L.T. Thanh, V-D. Nguyen, N. L. Trung, & K. Abed-Meraim
    Proc. 27th EUSIPCO, 2019 (Rank A2 Qualis)
    IEEE PDF Matlab Code

  11. 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. IEEE NICS, 2019
    IEEE PDF

  12. 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. IEEE NICS, 2018
    IEEE PDF

  13. 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 ATC, 2017
    IEEE PDF

  14. On the overall ROC of multistage systems
    L.T. Thanh, N.T.A. Dao, N. L. Trung, & L.V. Ha
    Proc. IEEE ATC, 2017
    IEEE PDF Matlab Code

  15. A new windowed graph Fourier transform
    L.T. Thanh, V-D. Nguyen, N. L. Trung, & K. Abed-Meraim
    Proc. IEEE NICS, 2017
    IEEE PDF

National (Vietnamese) Journals

  1. Robust Subspace Tracking Algorithms in Signal Processing: A Brief Survey
    L.T. Thanh, N.V. Dung, N. L. Trung, & K. Abed-Meraim
    REV J. Elect. Commun., 2021
    Publisher PDF

  2. Three-Way Tensor Decompositions: A Generalized Minimum Noise Subspace Based Approach
    L.T. Thanh, N.V. Dung, N. L. Trung, & K. Abed-Meraim
    REV J. Elec. Commun., 2018
    Publisher PDF

  3. 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 J. Sci. Computer Sci. Commun. Eng., 2019
    Publisher PDF

  4. 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 J. Sci. Computer Sci. Commun. Eng., 2018
    Publisher PDF

Thesis

  1. Ph.D. “Signal and Image Data Stream Analytics: From Subspace to Tensor Tracking”. University of Orleans, INSA-CVL, PRISME, 2022. Raw PDF Book

  2. M.Sc. “GMNS-based Tensor Decomposition”. VNU-UET, 2018. PDF

  3. B.Sc. “EEG Epileptic Spike Detection using Deep Belief Networks”. VNU-UET, 2016. PDF

2023

  1. 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 Process., 2023 (SJR Q1, IF = 4.4)
    Elsevier PDF Matlab Code

  2. Tracking Online Low-Rank Approximations of Higher-Order Incomplete Streaming Tensors
    L.T. Thanh, K. Abed-Meraim, N. L. Trung, & A. Hafiane
    Patterns, 2023 (SJR Q1, IF = 6.5)
    Elsevier CellPress PDF Matlab Code

  3. Robust Subspace Tracking With Contamination via Alpha-Divergence
    L.T. Thanh, A.M. Rekavandi, S. Abd-Krim, & K. Abed-Meraim
    Proc. 48th IEEE ICASSP, 2023 (Flagship, Rank A1 Qualis)
    IEEE TechRxiv PDF Matlab Code

  4. A Novel Tensor Tracking Algorithm For Block-Term Decomposition of Streaming Tensors
    L.T. Thanh, K. Abed-Meraim, P. Ravier, & O. Buttelli
    Proc. 22nd IEEE SSP, 2023
    IEEE TechRxiv PDF

2022

  1. 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 (SJR Q1, IF = 8.9)
    IEEE TechRxiv PDF

  2. 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 (SJR Q1, IF = 5.4)
    IEEE PDF Supplementary

  3. Sparse Subspace Tracking in High Dimensions
    L.T. Thanh, K. Abed-Meraim, A. Hafiane, & N. L. Trung
    Proc. 47th IEEE ICASSP, 2022 (Flagship, Rank A1 Qualis)
    IEEE PDF Matlab Code

  4. Robust Tensor Tracking With Missing Data Under Tensor-Train Format
    L.T. Thanh, K. Abed-Meraim, N. L. Trung & A. Hafiane
    Proc. 30th EUSIPCO, 2022 (Rank A2 Qualis)
    IEEE PDF Matlab Code

  5. Robust Online Tucker Dictionary Learning from Multidimensional Data Streams
    L.T. Thanh, T. T. Duy, K. Abed-Meraim, N. L. Trung, & A. Hafiane
    Proc. 14th APSIPA-ASC, 2022
    IEEE PDF Matlab Code

2021

  1. 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, (SJR Q1, IF = 5.4)
    IEEE PDF Matlab Code Supplementary

  2. 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 (SJR Q1, IF = 5.4)
    IEEE PDF Matlab Code InSI Toolbox

  3. Robust Subspace Tracking Algorithms in Signal Processing: A Brief Survey
    L.T. Thanh, N.V. Dung, N. L. Trung, & K. Abed-Meraim
    REV J. Elect. Commun., 2021
    Publisher PDF

  4. A Fast Randomized Adaptive CP Decomposition for Streaming Tensors
    L.T. Thanh, K. Abed-Meraim, N. L. Trung, & A. Hafiane
    Proc. 46th IEEE ICASSP, 2021 (Flagship, Rank A1 Qualis)
    IEEE PDF Matlab Code

  5. 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. 29th EUSIPCO, 2021 (Rank A2 Qualis)
    IEEE PDF Matlab Code InSI Toolbox

  6. 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. 55th Asilomar, 2021
    IEEE PDF InSI Toolbox

2020

  1. 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
    J. Neural Eng., 2020 (SJR Q1, IF = 4.0)
    IOP Publishing PDF Supplementary

  2. Adaptive Algorithms for Tracking Tensor-Train Decomposition of Streaming Tensors
    L.T. Thanh, K. Abed-Meraim, N. L. Trung, & R. Boyer
    Proc. 28th EUSIPCO, 2020 (Rank A2 Qualis)
    IEEE PDF Matlab Code

2019 and before

  1. Robust Subspace Tracking with Missing Data and Outliers via ADMM
    L.T. Thanh, V-D. Nguyen, N. L. Trung, & K. Abed-Meraim
    Proc. 27th EUSIPCO, 2019 (Rank A2 Qualis)
    IEEE PDF Matlab Code

  2. 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 J. Sci. Computer Sci. Commun. Eng., 2019
    Publisher PDF

  3. 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. IEEE NICS, 2019
    IEEE PDF

  4. Three-Way Tensor Decompositions: A Generalized Minimum Noise Subspace Based Approach
    L.T. Thanh, N.V. Dung, N. L. Trung, & K. Abed-Meraim
    REV J. Elec. Commun., 2018
    Publisher PDF

  5. 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 J. Sci. Computer Sci. Commun. Eng., 2018
    Publisher PDF

  6. 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. IEEE NICS, 2018
    IEEE PDF

  7. 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 ATC, 2017
    IEEE PDF

  8. On the overall ROC of multistage systems
    L.T. Thanh, N.T.A. Dao, N. L. Trung, & L.V. Ha
    Proc. IEEE ATC, 2017
    IEEE PDF Matlab Code

  9. A new windowed graph Fourier transform
    L.T. Thanh, V-D. Nguyen, N. L. Trung, & K. Abed-Meraim
    Proc. IEEE NICS, 2017
    IEEE PDF