Learning Machines Implemented on Non-Deterministic Hardware

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Gupta, Suyog; Sindhwani, Vikas; Gopalakrishnan, Kailash;
(2014)
  • Subject: Statistics - Machine Learning | Computer Science - Learning

This paper highlights new opportunities for designing large-scale machine learning systems as a consequence of blurring traditional boundaries that have allowed algorithm designers and application-level practitioners to stay -- for the most part -- oblivious to the deta... View more
  • References (23)
    23 references, page 1 of 3

    [1] Le´on Bottou and Olivier Bousquet. The tradeoffs of large scale learning. In NIPS, volume 4, page 2, 2007.

    [2] H. Kushner and G.G. Lin. Springer, 2003.

    [3] M. Mahoney. Randomized algorithms for matrices and data. In Foundations and Trends in Machine Learning, 2011.

    [4] V. Chandrasekaran and M. I. Jordan. Computational and statistical tradeoffs via convex relaxation. In Proceedings of the National Academy of Sciences, 2013.

    [5] WJ Poppelbaum, C Afuso, and JW Esch. Stochastic computing elements and systems. In Proceedings of the November 14-16, 1967, fall joint computer conference, pages 635-644. ACM, 1967.

    [6] BR Gaines. Stochastic computing systems. In Advances in information systems science, pages 37-172. Springer, 1969.

    [7] Armin Alaghi and John P Hayes. Survey of stochastic computing. ACM Transactions on Embedded computing systems (TECS), 12(2s):92, 2013.

    [8] Lifeng Miao and Chaitali Chakrabarti. A parallel stochastic computing system with improved accuracy. In Signal Processing Systems (SiPS), 2013 IEEE Workshop on, pages 195-200. IEEE, 2013.

    [9] P Knag, W Lu, and Z Zhang. A native stochastic computing architecture enabled by memristors. Nanotechnology, IEEE Transactions on, 13(2):283-293, 2014.

    [10] Armin Alaghi and John P Hayes. Fast and accurate computation using stochastic circuits. In Proceedings of the conference on Design, Automation & Test in Europe, page 76. European Design and Automation Association, 2014.

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