%A Viet Dung Nguyen %A Karim Abed-Meraim %A Linh Trung Nguyen %T Parallelizable PARAFAC decomposition of 3-way tensors %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. %C Brisbane, Australia %D 2015 %P 5505-5509 %L SisLab3334