Era of Big Data Processing: A New Approach via Tensor Networks and Tensor Decompositions

@article{Cichocki2014EraOB,
  title={Era of Big Data Processing: A New Approach via Tensor Networks and Tensor Decompositions},
  author={Andrzej Cichocki},
  journal={CoRR},
  year={2014},
  volume={abs/1403.2048}
}
Many problems in computational neuroscience, neuroinformatics, pattern/image recognition, signal processing and machine learning generate massive amounts of multidimensional data with multiple aspects and high dimensionality. Tensors (i.e., multi-way arrays) provide often a natural and compact representation for such massive multidimensional data via suitable low-rank approximations. Big data analytics require novel technologies to efficiently process huge datasets within tolerable elapsed… CONTINUE READING
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