## A Big Data-as-a-Service Framework: State-of-the-Art and Perspectives

- Xiaokang Wang, Laurence Tianruo Yang, Huazhong Liu, M. Jamal Deen
- IEEE Transactions on Big Data
- 2018

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@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} }

- Published 2014 in ArXiv

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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