Lieven De Lathauwer

Academic

From 2000 to 2007 I was Research Associate of the French Centre National de la Recherche Scientifique, research group CNRS-ETIS. I am currently Professor with KU Leuven. I am affiliated with both the Group Science, Engineering and Technology of Kulak and with the group STADIUS of the Electrical Engineering Department (ESAT). I am Associate Editor of the SIAM Journal on Matrix Analysis and Applications and have served as Associate Editor for the IEEE Transactions on Signal Processing. I am Fellow of the IEEE.

Research

My research concerns the development of tensor tools for mathematical engineering. It centers on the following axes: algebraic foundations, numerical algorithms, generic methods for signal processing and data analysis, and specific applications.

Keywords: linear and multilinear algebra, numerical algorithms, statistical signal and array processing, higher-order statistics, latent variable analysis and blind source separation, harmonic retrieval, factor analysis, blind identification and equalization.

Recent survey paper: Cichocki A., Mandic D., Phan A.-H., Caiafa C., Zhou G., Zhao Q., De Lathauwer L., ``Tensor Decompositions for Signal Processing Applications. From Two-way to Multiway Component Analysis '', IEEE Signal Processing Magazine, vol. 32, no. 2, Mar. 2015, pp. 145-163.

Publications. [IEEE-copyrighted material: Personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution to servers or lists or to reuse any copyrighted component of this work in other works must be obtained from the IEEE.]

Tensorlab: a MATLAB toolbox for tensor computations and decompositions

Complex Optimization Toolbox: a MATLAB toolbox for optimization of complex variables

Workshop on Tensor Decompositions and Applications (TDA 2016), Jan. 18-22, 2016, Leuven, Belgium.

Winter School on Tensor Decompositions and Blind Signal Separation, Jan. 15-16, 2016, Leuven, Belgium.

Workshop on Tensor Decompositions and Applications (TDA 2010), Sept. 13-17, 2010, Monopoli, Bari, Italy.

Contact information: 

    Lieven De Lathauwer                      

    KU Leuven - Kulak
    Group Science, Engineering and Technology
    E. Sabbelaan 53
    8500 Kortrijk
    Belgium
    T: +32-56-24.60.62
    F: +32-56-24.69.99
    E: Lieven dot DeLathauwer at kuleuven-kulak dot be
    
    KU Leuven - E.E. Dept. (ESAT) - STADIUS
    Kasteelpark Arenberg 10, bus 2446
    B-3001 Leuven-Heverlee
    Belgium
    T: +32-16-32.86.63  
    F: +32-16-32.19.70
    E: Lieven dot DeLathauwer at esat dot kuleuven dot be