Search Constraints

Start Over
Filtering by: Creator Cullen, J. J. Remove constraint Creator: Cullen, J. J. Committee Member Tadepalli, Prasad Remove constraint Committee Member: Tadepalli, Prasad Contributor Fern, Xiaoli Z. Remove constraint Contributor: Fern, Xiaoli Z.

Search Results

  • 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 ≤ 1, ‖wi‖1 ≤ B } . (2.2) For any x1, . . . ,xN ∈ Rd, we have ĜN (F ) ≤ cLB(ln d)1/2 N max j,j