Article | REF: AF114 V1

Tensors in Data Sciences

Author: Pierre COMON

Publication date: November 10, 2021

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4. Applications

In this section, we describe some applications of the approximate decompositions defined in Section 3. The first area of application we mentioned in Example 18 and paragraph 3.2 is not specific to tensors, since it concerns data denoising. In practice, we recommend denoising tensor data using truncated MLSVD as a pre-processing step. The applications we will now discuss are no exception, and prior denoising is usually necessary, if...

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