research
          
      
      ∙
      08/13/2020
    Iterative Surrogate Model Optimization (ISMO): An active learning algorithm for PDE constrained optimization with deep neural networks
We present a novel active learning algorithm, termed as iterative surrog...
          
            research
          
      
      ∙
      09/20/2019
    A Multi-level procedure for enhancing accuracy of machine learning algorithms
We propose a multi-level method to increase the accuracy of machine lear...
          
            research
          
      
      ∙
      03/07/2019