@inproceedings{SisLab3334, booktitle = {IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)}, month = {April}, title = {Parallelizable PARAFAC decomposition of 3-way tensors}, author = {Viet Dung Nguyen and Karim Abed-Meraim and Linh Trung Nguyen}, year = {2015}, pages = {5505--5509}, url = {https://eprints.uet.vnu.edu.vn/eprints/id/eprint/3334/}, abstract = {This paper introduces a new PARAFAC algorithm for a class of third-order tensors. Particularly, the proposed algorithm is based on subspace estimation and solving a non-symmetrical joint diagonalization problem. To deal with large scale problem, a procedure for overcoming scale and permutation ambiguities is proposed in a parallel computing scheme leading to a significant cost reduction of our method. Performance comparison with some state-of-the-art algorithms produces promising results.} }