@inproceedings{SisLab1645, booktitle = {ICASSP: the 2015 IEEE International Conference on Acoustics, Speech and Signal Processing}, month = {April}, title = {Parallelizable PARAFAC decomposition of 3-way tensors}, author = {Viet Dung Nguyen and Abed Meraim Karim and Linh Trung Nguyen}, year = {2015}, pages = {5505--5509}, url = {https://eprints.uet.vnu.edu.vn/eprints/id/eprint/1645/}, 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.} }