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- W2953288364 abstract "To ensure interpretability of extracted sources in tensor decomposition, we introduce in this paper a dictionary-based tensor canonical polyadic decomposition which enforces one factor to belong exactly to a known dictionary. A new formulation of sparse coding is proposed which enables high dimensional tensors dictionary-based canonical polyadic decomposition. The benefits of using a dictionary in tensor decomposition models are explored both in terms of parameter identifiability and estimation accuracy. Performances of the proposed algorithms are evaluated on the decomposition of simulated data and the unmixing of hyperspectral images." @default.
- W2953288364 created "2019-06-27" @default.
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- W2953288364 date "2018-04-01" @default.
- W2953288364 modified "2023-10-14" @default.
- W2953288364 title "Dictionary-Based Tensor Canonical Polyadic Decomposition" @default.
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- W2953288364 doi "https://doi.org/10.1109/tsp.2017.2777393" @default.
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