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Filtering by: Creator Gamroth, M. J. (Michael J.) Remove constraint Creator: Gamroth, M. J. (Michael J.) Committee Member Tadepalli, Prasad Remove constraint Committee Member: Tadepalli, Prasad Contributor Fern, Xiaoli Z. Remove constraint Contributor: Fern, Xiaoli Z.

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  • Leveraging Structures of the Data in Deep Learning

    Creator:
    Li, Xingyi
    Abstract:
    The performance of deep learning frameworks could be significantly improved through considering the particular underlying structures for each dataset. In this thesis, I summarize our three work about boosting the performance of deep learning models through leveraging structures of the data. In the first work, we theoretically justify that, for...
    Resource Type:
    Dissertation
    Full Text:
    =1 gi m∑ j=1 xij −w′k · N∑ i=1 gi m∑ j=1 xij‖2 (2.14) 11 The first inequality is Cauchy