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Adaptive PARAFAC decomposition for third-order tensor completion

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.

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Official URL: http://dx.doi.org/10.1109/CCE.2016.7562652

Abstract

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)
ID Code:2188
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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