Minh Chinh Truong and Viet Dung Nguyen and Linh Trung Nguyen and Karim Abed-Meraim (2016) Adaptive PARAFAC decomposition for third-order tensor completion. In: The 6th International Conference on Communications and Electronics (ICCE), 27-29 July 2016, Ha Long, Vietnam.
Official URL: http://dx.doi.org/10.1109/CCE.2016.7562652
This paper proposed a tensor completion algorithm by tracking the Parallel Factor (PARAFAC) decomposition of incomplete third-order tensors with one dimension growing with time. The proposed algorithm first tracks a low-dimensional subspace, then updates the loading matrices of the PARAFAC decomposition. Simulation results showed that the algorithm is reliable and fast, in comparison to the state-of-the-art PARAFAC Weighted OPTimization algorithm.
|Item Type:||Conference or Workshop Item (Lecture)|
|Subjects:||Electronics and Communications|
|Divisions:||Faculty of Electronics and Telecommunications (FET)|
|Deposited By:||A/Prof. Linh Trung Nguyen|
|Deposited On:||17 Dec 2016 16:20|
|Last Modified:||17 Dec 2016 16:21|
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