CODES

TENSOR DECOMPOSITIONS
MATLAB codes for tensor decomposition algorithms developed with many colleagues (Jérémy Cohen, Pierre Comon, Chengfang Ren) :
  • ALS ALGORITHM
Simple implementation of ALS for CP decomposition.
  • ANLS ALGORITHM
Simple implementation of the ANLS algorithm for nonnegative .
  • CONSTRAINED DECOMPOSITION OF LARGE TENSORS
PROCO-ALS algorithm presented in the paper
J. E. Cohen, R. Cabral Farias, P. Comon,
IEEE Signal Processing Letters, volume 22, numéro 7, july 2015, p. 862 – 866.
  • JOINT TENSOR DECOMPOSITIONS WITH FLEXIBLE COUPLINGS
Coupled tensor decompositions presented in the paper
R. Cabral Farias, J. E. Cohen, P. Comon,
IEEE Transactions on Signal Processing, Volume 64, numéro 18, pp. 4830-4844, june 2016.
  • COUPLED COMPLEX TENSOR DECOMPOSITIONS
Coupled complex tensor decomposition algorithm and Cramér-Rao bound evaluation presented in the paper
C. Ren, R. Cabral Farias, Pierre-Olivier Amblard, Pierre Comon,
SAM 2016, session spéciale, Rio de Janeiro, Brazil.