Matrix and Tensor Decompositions in Signal Processing. Gérard Favier

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Название: Matrix and Tensor Decompositions in Signal Processing

Автор: Gérard Favier

Издательство: John Wiley & Sons Limited

Жанр: Программы

Серия:

isbn: 9781119700968

isbn: 0

Аннотация:

The second volume will deal with a presentation of the main matrix and tensor decompositions and their properties of uniqueness, as well as very useful tensor networks for the analysis of massive data. Parametric estimation algorithms will be presented for the identification of the main tensor decompositions. After a brief historical review of the compressed sampling methods, an overview of the main methods of retrieving matrices and tensors with missing data will be performed under the low rank hypothesis. Illustrative examples will be provided.