Joseph Hart

1. Train Like a (Var)Pro: Efficient Training of Neural Networks with\n Variable Projection
   2020/07/26 by Elizabeth Newman, Newman, Elizabeth, Lars Ruthotto +5 · 2 citations
   Computer Science · Physics and Astronomy · #49M15 #68T05 #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #I.2.6 #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Numerical Analysis (math.NA) #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques
2. An approximation theoretic perspective of the Sobol' indices with\n dependent variables
   2017/12/22 by Joseph Hart, Pierre A. Gremaud, Hart, Joseph +1 · 1 citation
   Decision Sciences · Engineering · #Computational Physics (physics.comp-ph) #Data Analysis #FOS: Physical sciences #Fatigue and fracture mechanics #Nuclear reactor physics and engineering #Probabilistic and Robust Engineering Design #Statistics and Probability (physics.data-an)
3. Randomized Algorithms for Generalized Singular Value Decomposition with\n Application to Sensitivity Analysis
   2020/02/07 by Arvind K. Saibaba, Saibaba, Arvind K., Joseph Hart +3 · 1 citation
   Computer Science · Decision Sciences · Physics and Astronomy · #FOS: Mathematics #Matrix Theory and Algorithms #Model Reduction and Neural Networks #Numerical Analysis (math.NA) #Probabilistic and Robust Engineering Design
4. Solving High-Dimensional Inverse Problems with Auxiliary Uncertainty via Operator Learning with Limited Data
   2023/03/20 by Joseph Hart, Mamikon Gulian, Hart, Joseph +5 · 1 citation
   Computer Science · Environmental Science · #Advanced Multi-Objective Optimization Algorithms #Air Quality Monitoring and Forecasting #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
5. Hyper-Differential Sensitivity Analysis of Uncertain Parameters in\n PDE-Constrained Optimization
   2019/09/16 by Joseph Hart, Bart van Bloemen Waanders, Hart, Joseph +3 · 1 citation
   Computer Science · Decision Sciences · Physics and Astronomy · #Advanced Multi-Objective Optimization Algorithms #FOS: Mathematics #Model Reduction and Neural Networks #Optimization and Control (math.OC) #Probabilistic and Robust Engineering Design
6. A new perspective on parameter study of optimization problems
   2022/09/23 by Alen Alexanderian, Alexanderian, Alen, Joseph Hart +3 · 1 citation
   Decision Sciences · #FOS: Mathematics #Numerical Analysis (math.NA) #Optimization and Control (math.OC) #Probabilistic and Robust Engineering Design