Kishan Wimalawarne


Low-Rank Tensor Norms

School dataset

  • Tensor-Based Regression and Classification

    • Matlab implementation of least square models and logistic regression with regularization by the overlapped trace norm, latent trace norm, scaled latent trace norm and matrix trace norm.Code

Coupled Tensor Completion

  • Coupled Tensor Norms based on Multilinear Ranks
    • Convex coupled completion models for a 3-mode tensor and a matrix regularized by coupled norms defined in (Wimalawarne, et. al., (2018) Neural Computation). Matlab code, Data
  • Coupled Nuclear Norms
    • Coupled tensor completion using regularization of the coupled norms (Wimalawarne, et. al., (2018) NeurIPS) Matlab code