Truong, Minh Chinh and Nguyen, Viet Dung and Nguyen, Linh Trung and Abed-Meraim, Karim (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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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) |
| Depositing User: | A/Prof. Linh Trung Nguyen |
| Date Deposited: | 17 Dec 2016 16:20 |
| Last Modified: | 17 Dec 2016 16:21 |
| URI: | http://eprints.uet.vnu.edu.vn/eprints/id/eprint/2188 |
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