Nico Vervliet

Breaking the Curse of Dimensionality Using Decompositions of Incomplete Tensors: Tensor-based scientific computing in big data analysis

Nico Vervliet, Otto Debals, Laurent Sorber et al. · IEEE Signal Processing Magazine · 2014 · 169 citations · Full text

Full Tensors, Engineering, Machine Learning +17

Tensorlab 3.0 — Numerical optimization strategies for large-scale constrained and coupled matrix/tensor factorization

Nico Vervliet, Otto Debals, Lieven De Lathauwer · 2016 · 88 citations

Numerical Analysis, Mathematical Programming, Computational Science +14

A Randomized Block Sampling Approach to Canonical Polyadic Decomposition of Large-Scale Tensors

Nico Vervliet, Lieven De Lathauwer · IEEE Journal of Selected Topics in Signal Processing · 2015 · 80 citations · Full text

Spectral Theory, Engineering, Machine Learning +18

Linear systems with a canonical polyadic decomposition constrained solution: Algorithms and applications

Martijn Boussé, Nico Vervliet, Ignat Domanov et al. · Numerical Linear Algebra with Applications · 2018 · 36 citations · Full text

Numerical Analysis, Mathematical Programming, Engineering +18

Computing Large-Scale Matrix and Tensor Decomposition With Structured Factors: A Unified Nonconvex Optimization Perspective

Xiao Fu, Nico Vervliet, Lieven De Lathauwer et al. · IEEE Signal Processing Magazine · 2020 · 31 citations