Paul G. Constantine

According to our database, Paul G. Constantine authored at least 34 papers between 2007 and 2021.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2021

A Lipschitz Matrix for Parameter Reduction in Computational Science.

Jeffrey M. Hokanson, Paul G. Constantine

SIAM J. Sci. Comput., 2021

2020

Gradient-Based Dimension Reduction of Multivariate Vector-Valued Functions.

Olivier Zahm, Paul G. Constantine, Clémentine Prieur, Youssef M. Marzouk

SIAM J. Sci. Comput., 2020

Inverse regression for ridge recovery: a data-driven approach for parameter reduction in computer experiments.

Andrew Glaws, Paul G. Constantine, R. Dennis Cook

Stat. Comput., 2020

Forward and backward uncertainty quantification with active subspaces: Application to hypersonic flows around a cylinder.

Andrea F. Cortesi, Paul G. Constantine, Thierry E. Magin, Pietro Marco Congedo

J. Comput. Phys., 2020

2019

Gaussian Quadrature and Polynomial Approximation for One-Dimensional Ridge Functions.

Andrew G. Salinger, Paul G. Constantine

SIAM J. Sci. Comput., 2019

Gauss-Christoffel quadrature for inverse regression: applications to computer experiments.

Andrew G. Salinger, Paul G. Constantine

Stat. Comput., 2019

The Lipschitz Matrix: A Tool for Parameter Space Dimension Reduction.

Jeffrey M. Hokanson, Paul G. Constantine

CoRR, 2019

2018

Data-Driven Polynomial Ridge Approximation Using Variable Projection.

Jeffrey M. Hokanson, Paul G. Constantine

SIAM J. Sci. Comput., 2018

A modified SEIR model for the spread of Ebola in Western Africa and metrics for resource allocation.

Paul Diaz, Paul G. Constantine, Kelsey Kalmbach, Eric W. Jones, Stephen Pankavich

Appl. Math. Comput., 2018

2017

Dimension reduction in magnetohydrodynamics power generation models: Dimensional analysis and active subspaces.

Andrew G. Salinger, Paul G. Constantine, John N. Shadid, Timothy Wildey

Stat. Anal. Data Min., 2017

Time-dependent global sensitivity analysis with active subspaces for a lithium ion battery model.

Paul G. Constantine, Alireza Doostan

Stat. Anal. Data Min., 2017

Global sensitivity metrics from active subspaces.

Paul G. Constantine, Paul Diaz

Reliab. Eng. Syst. Saf., 2017

Learning the second-moment matrix of a smooth function from point samples.

Armin Eftekhari, Michael B. Wakin, Ping Li, Paul G. Constantine, Rachel A. Ward

Proceedings of the 51st Asilomar Conference on Signals, Systems, and Computers, 2017

2016

Accelerating Markov Chain Monte Carlo with Active Subspaces.

Paul G. Constantine, Carson Kent, Tan Bui-Thanh

SIAM J. Sci. Comput., 2016

Python Active-subspaces Utility Library.

Paul G. Constantine, Ryan Howard, Andrew G. Salinger, Zachary Grey, Paul Diaz, Leslie Fletcher

J. Open Source Softw., 2016

Reprint of: Active subspaces for sensitivity analysis and dimension reduction of an integrated hydrologic model.

Jennifer L. Jefferson, James M. Gilbert, Paul G. Constantine, Reed M. Maxwell

Comput. Geosci., 2016

A randomized algorithm for enumerating zonotope vertices.

Kerrek Stinson, David F. Gleich, Paul G. Constantine

CoRR, 2016

2015

Discovering an active subspace in a single-diode solar cell model.

Paul G. Constantine, Brian R. Zaharatos, Mark Campanelli

Stat. Anal. Data Min., 2015

Exploiting active subspaces to quantify uncertainty in the numerical simulation of the HyShot II scramjet.

Paul G. Constantine, Michael Emory, Johan Larsson, Gianluca Iaccarino

J. Comput. Phys., 2015

Active subspaces for sensitivity analysis and dimension reduction of an integrated hydrologic model.

Jennifer L. Jefferson, James M. Gilbert, Paul G. Constantine, Reed M. Maxwell

Comput. Geosci., 2015

Computing active subspaces efficiently with gradient sketching.

Paul G. Constantine, Armin Eftekhari, Michael B. Wakin

Proceedings of the 6th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2015

Active Subspaces - Emerging Ideas for Dimension Reduction in Parameter Studies.

Paul G. Constantine

SIAM spotlights 2, SIAM, ISBN: 978-1-611-97385-3, 2015

2014

Model Reduction With MapReduce-enabled Tall and Skinny Singular Value Decomposition.

Paul G. Constantine, David F. Gleich, Yangyang Hou, Jeremy A. Templeton

SIAM J. Sci. Comput., 2014

Erratum: Active Subspace Methods in Theory and Practice: Applications to Kriging Surfaces.

Paul G. Constantine, Eric Dow, Qiqi Wang

SIAM J. Sci. Comput., 2014

Active Subspace Methods in Theory and Practice: Applications to Kriging Surfaces.

Paul G. Constantine, Eric Dow, Qiqi Wang

SIAM J. Sci. Comput., 2014

2012

Residual Minimizing Model Interpolation for Parameterized Nonlinear Dynamical Systems.

Paul G. Constantine, Qiqi Wang

SIAM J. Sci. Comput., 2012

A Posteriori Error Analysis of Parameterized Linear Systems Using Spectral Methods.

Troy D. Butler, Paul G. Constantine, Tim Wildey

SIAM J. Matrix Anal. Appl., 2012

A Lanczos method for approximating composite functions.

Paul G. Constantine, Eric T. Phipps

Appl. Math. Comput., 2012

Distinguishing signal from noise in an SVD of simulation data.

Paul G. Constantine, David F. Gleich

Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

2011

A Factorization of the Spectral Galerkin System for Parameterized Matrix Equations: Derivation and Applications.

Paul G. Constantine, David F. Gleich, Gianluca Iaccarino

SIAM J. Sci. Comput., 2011

2010

Spectral Methods for Parameterized Matrix Equations.

Paul G. Constantine, David F. Gleich, Gianluca Iaccarino

SIAM J. Matrix Anal. Appl., 2010

Tracking the random surfer: empirically measured teleportation parameters in PageRank.

David F. Gleich, Paul G. Constantine, Abraham D. Flaxman, Asela Gunawardana

Proceedings of the 19th International Conference on World Wide Web, 2010

2009

Random Alpha PageRank.

Paul G. Constantine, David F. Gleich

Internet Math., 2009

2007

Using Polynomial Chaos to Compute the Influence of Multiple Random Surfers in the PageRank Model.

Paul G. Constantine, David F. Gleich

Proceedings of the Algorithms and Models for the Web-Graph, 5th International Workshop, 2007