Tensor Completion Algorithms in Big Data Analytics

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Song, Qingquan; Ge, Hancheng; Caverlee, James; Hu, Xia;
  • Subject: Statistics - Machine Learning | Computer Science - Artificial Intelligence | Computer Science - Learning

Tensor completion is a problem of filling the missing or unobserved entries of partially observed tensors. Due to the multidimensional character of tensors in describing complex datasets, tensor completion algorithms and their applications have received wide attention a... View more
  • References (26)
    26 references, page 1 of 3

    [1] Evrim Acar, Daniel M Dunlavy, and Tamara G Kolda. 2009. Link prediction on evolving data using matrix and tensor factorizations. Data Mining Workshops, 2009. ICDMW'09. IEEE International Conference on (2009).

    [2] Evrim Acar, Daniel M Dunlavy, Tamara G Kolda, and Morten Mørup. 2011. Scalable tensor factorizations for incomplete data. Chemometrics and Intelligent Laboratory Systems (2011).

    [3] Evrim Acar, Tamara G Kolda, and Daniel M Dunlavy. 2011. All-at-once optimization for coupled matrix and tensor factorizations. arXiv preprint arXiv:1105.3422 (2011).

    [4] Evrim Acar and Bu¨lent Yener. 2009. Unsupervised multiway data analysis: A literature survey. IEEE transactions on knowledge and data engineering (2009).

    [5] Claus A Andersson and Rasmus Bro. 1998. Improving the speed of multi-way algorithms:: Part I. Tucker3. Chemometrics and intelligent laboratory systems (1998).

    [6] Carl J Appellof and ER Davidson. 1981. Strategies for analyzing data from video ƒuorometric monitoring of liquid chromatographic e„uents. Analytical Chemistry (1981).

    [7] BreŠ W Bader and Tamara G Kolda. 2006. Algorithm 862: MATLAB tensor classes for fast algorithm prototyping. ACM TOMS (2006).

    [8] Mohammad Taha Bahadori, Qi Rose Yu, and Yan Liu. 2014. Fast multivariate spatio-temporal analysis via low rank tensor learning. NIPS. 3491-3499 pages.

    [9] Arindam Banerjee, Sugato Basu, and Srujana Merugu. 2007. Multi-way clustering on relation graphs. ICDM (2007).

    [10] Boaz Barak and Ankur Moitra. 2015. Tensor prediction, rademacher complexity and random 3-xor. CoRR, abs/1501.06521 (2015).

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