Paul G. Constantine

1. Active Subspace Methods in Theory and Practice: Applications to Kriging Surfaces
   2014/01/01 by Paul G. Constantine, Eric Dow, Qiqi Wang · 17 citations
   Computer Science · Decision Sciences · Physics and Astronomy · #Advanced Multi-Objective Optimization Algorithms #Model Reduction and Neural Networks #Probabilistic and Robust Engineering Design
2. Computing active subspaces with Monte Carlo
   2014/08/03 by Paul G. Constantine, Constantine, Paul, David F. Gleich +1 · 9 citations
   Computer Science · Mathematics · Physics and Astronomy · #FOS: Mathematics #Markov Chains and Monte Carlo Methods #Model Reduction and Neural Networks #Numerical Analysis (math.NA) #Stochastic Gradient Optimization Techniques
3. Data-driven dimensional analysis: algorithms for unique and relevant dimensionless groups
   2017/08/04 by Paul G. Constantine, Constantine, Paul G., Zachary del Rosario +3 · 2 citations
   Computer Science · Decision Sciences · Physics and Astronomy · #FOS: Computer and information sciences #FOS: Mathematics #Methodology (stat.ME) #Model Reduction and Neural Networks #Neural Networks and Applications #Numerical Analysis (math.NA) #Probabilistic and Robust Engineering Design #Topological and Geometric Data Analysis
4. Many physical laws are ridge functions
   2016/05/25 by Paul G. Constantine, Constantine, Paul G., Zachary del Rosario +3 · 2 citations
   Computer Science · Engineering · Physics and Astronomy · #FOS: Mathematics #Image and Signal Denoising Methods #Numerical Analysis (math.NA) #Sparse and Compressive Sensing Techniques #Statistical Mechanics and Entropy
5. A randomized algorithm for enumerating zonotope vertices
   2016/02/22 by Kerrek Stinson, Stinson, Kerrek, David F. Gleich +3 · 1 citation
   Computer Science · #Combinatorics (math.CO) #Computational Geometry and Mesh Generation #Data Management and Algorithms #Digital Image Processing Techniques #FOS: Mathematics #Numerical Analysis (math.NA)
6. Time-dependent global sensitivity analysis with active subspaces for a\n lithium ion battery model
   2016/06/27 by Paul G. Constantine, Constantine, Paul G., Alireza Doostan +1 · 1 citation
   Engineering · Materials Science · #Advanced Battery Technologies Research #Computational Physics (physics.comp-ph) #FOS: Mathematics #FOS: Physical sciences #Machine Learning in Materials Science #Numerical Analysis (math.NA) #VLSI and FPGA Design Techniques
7. A Modified SEIR Model for the Spread of Ebola in Western Africa and\n Metrics for Resource Allocation
   2016/03/16 by Paul Diaz, Paul G. Constantine, Diaz, Paul +7 · 1 citation
   Mathematics · Medicine · #COVID-19 epidemiological studies #FOS: Biological sciences #FOS: Mathematics #Numerical Analysis (math.NA) #Populations and Evolution (q-bio.PE) #Viral Infections and Outbreaks Research
8. Gauss-Christoffel quadrature for inverse regression: applications to\n computer experiments
   2017/10/03 by Andrew Glaws, Glaws, Andrew, Paul G. Constantine +1 · 1 citation
   Mathematics · Computer Science · #Mathematical Approximation and Integration #Matrix Theory and Algorithms #Statistical and numerical algorithms