Paul G. Constantine

Publication Activity (10 Years)

Years Active: 2007-2021
Publications (10 Years): 21

Top Topics

Subspace Methods

Sensitivity Analysis

Markov Chain Monte Carlo

Dimension Reduction

Top Venues

SIAM J. Sci. Comput.

Stat. Anal. Data Min.

Appl. Math. Comput.

Publications

Jeffrey M. Hokanson, Paul G. Constantine
A Lipschitz Matrix for Parameter Reduction in Computational Science. SIAM J. Sci. Comput. 43 (3) (2021)
Olivier Zahm, Paul G. Constantine, Clémentine Prieur, Youssef M. Marzouk
Gradient-Based Dimension Reduction of Multivariate Vector-Valued Functions. SIAM J. Sci. Comput. 42 (1) (2020)
Andrew Glaws, Paul G. Constantine, R. Dennis Cook
Inverse regression for ridge recovery: a data-driven approach for parameter reduction in computer experiments. Stat. Comput. 30 (2) (2020)
Andrea F. Cortesi, Paul G. Constantine, Thierry E. Magin, Pietro Marco Congedo
Forward and backward uncertainty quantification with active subspaces: Application to hypersonic flows around a cylinder. J. Comput. Phys. 407 (2020)
Jeffrey M. Hokanson, Paul G. Constantine
The Lipschitz Matrix: A Tool for Parameter Space Dimension Reduction. CoRR (2019)
Andrew G. Salinger, Paul G. Constantine
Gauss-Christoffel quadrature for inverse regression: applications to computer experiments. Stat. Comput. 29 (3) (2019)
Andrew G. Salinger, Paul G. Constantine
Gaussian Quadrature and Polynomial Approximation for One-Dimensional Ridge Functions. SIAM J. Sci. Comput. 41 (5) (2019)
Jeffrey M. Hokanson, Paul G. Constantine
Data-Driven Polynomial Ridge Approximation Using Variable Projection. SIAM J. Sci. Comput. 40 (3) (2018)
Paul Diaz, Paul G. Constantine, Kelsey Kalmbach, Eric W. Jones, Stephen Pankavich
A modified SEIR model for the spread of Ebola in Western Africa and metrics for resource allocation. Appl. Math. Comput. 324 (2018)
Armin Eftekhari, Michael B. Wakin, Ping Li, Paul G. Constantine, Rachel A. Ward
Learning the second-moment matrix of a smooth function from point samples. ACSSC (2017)
Paul G. Constantine, Paul Diaz
Global sensitivity metrics from active subspaces. Reliab. Eng. Syst. Saf. 162 (2017)
Paul G. Constantine, Alireza Doostan
Time-dependent global sensitivity analysis with active subspaces for a lithium ion battery model. Stat. Anal. Data Min. 10 (5) (2017)
Andrew G. Salinger, Paul G. Constantine, John N. Shadid, Timothy Wildey
Dimension reduction in magnetohydrodynamics power generation models: Dimensional analysis and active subspaces. Stat. Anal. Data Min. 10 (5) (2017)
Kerrek Stinson, David F. Gleich, Paul G. Constantine
A randomized algorithm for enumerating zonotope vertices. CoRR (2016)
Jennifer L. Jefferson, James M. Gilbert, Paul G. Constantine, Reed M. Maxwell
Reprint of: Active subspaces for sensitivity analysis and dimension reduction of an integrated hydrologic model. Comput. Geosci. 90 (2016)
Paul G. Constantine, Carson Kent, Tan Bui-Thanh
Accelerating Markov Chain Monte Carlo with Active Subspaces. SIAM J. Sci. Comput. 38 (5) (2016)
Paul G. Constantine, Ryan Howard, Andrew G. Salinger, Zachary Grey, Paul Diaz, Leslie Fletcher
Python Active-subspaces Utility Library. J. Open Source Softw. 1 (5) (2016)
Paul G. Constantine, Armin Eftekhari, Michael B. Wakin
Computing active subspaces efficiently with gradient sketching. CAMSAP (2015)
Paul G. Constantine, Brian R. Zaharatos, Mark Campanelli
Discovering an active subspace in a single-diode solar cell model. Stat. Anal. Data Min. 8 (5-6) (2015)
Jennifer L. Jefferson, James M. Gilbert, Paul G. Constantine, Reed M. Maxwell
Active subspaces for sensitivity analysis and dimension reduction of an integrated hydrologic model. Comput. Geosci. 83 (2015)
Paul G. Constantine, Michael Emory, Johan Larsson, Gianluca Iaccarino
Exploiting active subspaces to quantify uncertainty in the numerical simulation of the HyShot II scramjet. J. Comput. Phys. 302 (2015)
Paul G. Constantine, Eric Dow, Qiqi Wang
Erratum: Active Subspace Methods in Theory and Practice: Applications to Kriging Surfaces. SIAM J. Sci. Comput. 36 (6) (2014)
Paul G. Constantine, Eric Dow, Qiqi Wang
Active Subspace Methods in Theory and Practice: Applications to Kriging Surfaces. SIAM J. Sci. Comput. 36 (4) (2014)
Paul G. Constantine, David F. Gleich, Yangyang Hou, Jeremy A. Templeton
Model Reduction With MapReduce-enabled Tall and Skinny Singular Value Decomposition. SIAM J. Sci. Comput. 36 (5) (2014)
Troy D. Butler, Paul G. Constantine, Tim Wildey
A Posteriori Error Analysis of Parameterized Linear Systems Using Spectral Methods. SIAM J. Matrix Anal. Appl. 33 (1) (2012)
Paul G. Constantine, Qiqi Wang
Residual Minimizing Model Interpolation for Parameterized Nonlinear Dynamical Systems. SIAM J. Sci. Comput. 34 (4) (2012)
Paul G. Constantine, David F. Gleich
Distinguishing signal from noise in an SVD of simulation data. ICASSP (2012)
Paul G. Constantine, Eric T. Phipps
A Lanczos method for approximating composite functions. Appl. Math. Comput. 218 (24) (2012)
Paul G. Constantine, David F. Gleich, Gianluca Iaccarino
A Factorization of the Spectral Galerkin System for Parameterized Matrix Equations: Derivation and Applications. SIAM J. Sci. Comput. 33 (5) (2011)
David F. Gleich, Paul G. Constantine, Abraham D. Flaxman, Asela Gunawardana
Tracking the random surfer: empirically measured teleportation parameters in PageRank. WWW (2010)
Paul G. Constantine, David F. Gleich, Gianluca Iaccarino
Spectral Methods for Parameterized Matrix Equations. SIAM J. Matrix Anal. Appl. 31 (5) (2010)
Paul G. Constantine, David F. Gleich
Random Alpha PageRank. Internet Math. 6 (2) (2009)
Paul G. Constantine, David F. Gleich
Using Polynomial Chaos to Compute the Influence of Multiple Random Surfers in the PageRank Model. WAW (2007)