%0 Conference Paper %A Nguyen, Viet Dung %A Karim, Abed Meraim %A Nguyen, Linh Trung %B ICASSP: the 2015 IEEE International Conference on Acoustics, Speech and Signal Processing %C Brisbane, Australia %D 2015 %F SisLab:1645 %P 5505-5509 %T Parallelizable PARAFAC decomposition of 3-way tensors %U https://eprints.uet.vnu.edu.vn/eprints/id/eprint/1645/ %X 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.