research
          
      
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      09/27/2022
    A Derivation of Feedforward Neural Network Gradients Using Fréchet Calculus
We present a derivation of the gradients of feedforward neural networks ...
          
            research
          
      
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      07/16/2021
    Intrinsic Dimension Adaptive Partitioning for Kernel Methods
We prove minimax optimal learning rates for kernel ridge regression, res...
          
            research
          
      
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      03/13/2020
    Adaptive Learning Rates for Support Vector Machines Working on Data with Low Intrinsic Dimension
We derive improved regression and classification rates for support vecto...
          
            research
          
      
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      03/13/2020