Decomposition-by-normalization (DBN): leveraging approximate functional dependencies for efficient CP and tucker decompositions

    Data Mining and Knowledge Discovery, Volume 30, Issue 1, 2015.

    Cited by: 5|Bibtex|Views18|Links
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    Keywords:
    Tensor decompositionCP decompositionTucker decompositionParallel tensor decompositionParallel CP decompositionMore(1+)

    Abstract:

    For many multi-dimensional data applications, tensor operations as well as relational operations both need to be supported throughout the data lifecycle. Tensor based representations (including two widely used tensor decompositions, CP and Tucker decompositions) are proven to be effective in multi-aspect data analysis and tensor decomposi...More

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