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Jakeman, John D.

  1. Grouped approximate control variate estimators
    2024/02/22 by Gorodetsky, Alex A., Jakeman, John D., Eldred, Michael S. · 3 citations
    #Computation (stat.CO) #Computational Engineering #FOS: Computer and information sciences #Finance #and Science (cs.CE)
  2. Kernel Neural Operators (KNOs) for Scalable, Memory-efficient, Geometrically-flexible Operator Learning
    2024/06/30 by Lowery, Matthew, Turnage, John, Morrow, Zachary +4 · 3 citations
    #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA)
  3. Verification and Validation for Trustworthy Scientific Machine Learning
    2025/02/21 by John D. Jakeman, Jakeman, John D., Lorena A. Barba +5 · 1 voice · 2 citations
    #cs.LG
  4. Democratizing Uncertainty Quantification
    2024/02/21 by Linus Seelinger, Seelinger, Linus, Anne Reinarz +45 · 2 citations
    Decision Sciences · #Applications (stat.AP) #Complex Systems and Decision Making #FOS: Computer and information sciences #Mathematical Software (cs.MS)
  5. MFNets: Data efficient all-at-once learning of multifidelity surrogates as directed networks of information sources
    2020/08/03 by Gorodetsky, Alex, Jakeman, John D., Geraci, Gianluca · 1 citation
    #41A10 #62J02 #65D15 #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  6. Building Population-Informed Priors for Bayesian Inference Using Data-Consistent Stochastic Inversion
    2024/07/18 by Rebekah White, White, Rebekah D., John Jakeman +5 · 1 citation
    Computer Science · #Bayesian Methods and Mixture Models