Lieven De Lathauwer

1. Tensor Decomposition for Signal Processing and Machine Learning
   2017/04/03 by Nicholas D. Sidiropoulos, Lieven De Lathauwer, Xiao Fu +3 · 40 citations
   Mathematics · Computer Science · #Tensor decomposition and applications #Algorithms and Data Compression #Blind Source Separation Techniques
2. Breaking the Curse of Dimensionality Using Decompositions of Incomplete Tensors: Tensor-based scientific computing in big data analysis
   2014/08/18 by Nico Vervliet, Otto Debals, Laurent Sorber +1 · 3 citations
   Mathematics · Computer Science · #Tensor decomposition and applications #Computational Physics and Python Applications #Parallel Computing and Optimization Techniques
3. Learning Tensors in Reproducing Kernel Hilbert Spaces with Multilinear Spectral Penalties
   2013/10/18 by Marco Signoretto, Lieven De Lathauwer, Signoretto, Marco +3 · 1 citation
   Computer Science · Mathematics · Physics and Astronomy · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Speech Recognition and Synthesis #Tensor decomposition and applications
4. Guarantees for existence of a best canonical polyadic approximation of a noisy low-rank tensor
   2021/12/15 by Eric Evert, Lieven De Lathauwer, Evert, Eric +1 · 1 citation
   Engineering · Mathematics · Medicine · #15A42 #Advanced Neuroimaging Techniques and Applications #Algebraic Geometry (math.AG) #FOS: Mathematics #Numerical Analysis (math.NA) #Primary: 15A69 #Sparse and Compressive Sensing Techniques #Tensor decomposition and applications