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Tensor data are data with multiway array structure. They are often very high dimensional and are routinely encountered in many scientific fields. Dimension reduction is the technique of reducing the… Click to show full abstract
Tensor data are data with multiway array structure. They are often very high dimensional and are routinely encountered in many scientific fields. Dimension reduction is the technique of reducing the number of underlying variables for compressed data representation and for model parsimony. Tensor dimension reduction aims for reducing the tensor data dimension while keeping data's tensor structure.
Keywords:
decomposition dimension;
dimension reduction;
tensor decomposition;
tensor;
dimension
Journal Title: Wiley Interdisciplinary Reviews: Computational Statistics
Year Published: 2019
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Journal Title: Wiley Interdisciplinary Reviews: Computational Statistics
Year Published: 2019
Link to full text (if available)
Share on Social Media: Sign Up to like & get
recommendations!