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Paul G. Constantine, Ph.D. - Publications

Affiliations: 
2009 Stanford University, Palo Alto, CA 
Area:
Mathematics, Computer Science
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38 high-probability publications. We are testing a new system for linking publications to authors. You can help! If you notice any inaccuracies, please sign in and mark papers as correct or incorrect matches. If you identify any major omissions or other inaccuracies in the publication list, please let us know.

Year Citation  Score
2020 Zahm O, Constantine PG, Prieur C, Marzouk YM. Gradient-based dimension reduction of multivariate vector-valued functions Siam Journal On Scientific Computing. 42. DOI: 10.1137/18M1221837  0.381
2020 Cortesi AF, Constantine PG, Magin TE, Congedo PM. Forward and backward uncertainty quantification with active subspaces: Application to hypersonic flows around a cylinder Journal of Computational Physics. 407: 109079. DOI: 10.1016/J.Jcp.2019.109079  0.43
2020 Ryken A, Bearup LA, Jefferson JL, Constantine P, Maxwell RM. Sensitivity and model reduction of simulated snow processes: Contrasting observational and parameter uncertainty to improve prediction Advances in Water Resources. 135: 103473. DOI: 10.1016/J.Advwatres.2019.103473  0.373
2020 Glaws AT, Constantine PG, Cook RD. Inverse regression for ridge recovery: a data-driven approach for parameter reduction in computer experiments Statistics and Computing. 30: 237-253. DOI: 10.1007/S11222-019-09876-Y  0.489
2019 Glaws A, Constantine PG. Gaussian Quadrature and Polynomial Approximation for One-Dimensional Ridge Functions Siam Journal On Scientific Computing. 41. DOI: 10.1137/18M1194894  0.393
2019 Glaws A, Constantine PG. Gauss–Christoffel quadrature for inverse regression: applications to computer experiments Statistics and Computing. 29: 429-447. DOI: 10.1007/S11222-018-9816-4  0.402
2018 Hokanson JM, Constantine PG. Data-Driven Polynomial Ridge Approximation Using Variable Projection Siam Journal On Scientific Computing. 40. DOI: 10.1137/17M1117690  0.465
2017 Grey ZJ, Constantine PG. Active Subspaces of Airfoil Shape Parameterizations Aiaa Journal. 56: 2003-2017. DOI: 10.2514/1.J056054  0.316
2017 Jefferson JL, Maxwell RM, Constantine PG. Exploring the Sensitivity of Photosynthesis and Stomatal Resistance Parameters in a Land Surface Model Journal of Hydrometeorology. 18: 897-915. DOI: 10.1175/Jhm-D-16-0053.1  0.387
2017 Constantine PG, Diaz P. Global sensitivity metrics from active subspaces Reliability Engineering & System Safety. 162: 1-13. DOI: 10.1016/J.Ress.2017.01.013  0.463
2017 Constantine PG, Eftekhari A, Hokanson J, Ward RA. A near-stationary subspace for ridge approximation Computer Methods in Applied Mechanics and Engineering. 326: 402-421. DOI: 10.1016/J.Cma.2017.07.038  0.461
2017 Glaws A, Constantine PG, Shadid JN, Wildey TM. Dimension reduction in magnetohydrodynamics power generation models: Dimensional analysis and active subspaces Statistical Analysis and Data Mining. 10: 312-325. DOI: 10.1002/Sam.11355  0.436
2017 Constantine PG, Doostan A. Time‐dependent global sensitivity analysis with active subspaces for a lithium ion battery model Statistical Analysis and Data Mining. 10: 243-262. DOI: 10.1002/Sam.11347  0.416
2016 Constantine PG, Kent C, Bui-Thanh T. Accelerating Markov Chain Monte Carlo with Active Subspaces Siam Journal On Scientific Computing. 38. DOI: 10.1137/15M1042127  0.429
2016 Constantine PG, Eftekhari A, Wakin MB. Computing active subspaces efficiently with gradient sketching 2015 Ieee 6th International Workshop On Computational Advances in Multi-Sensor Adaptive Processing, Camsap 2015. 353-356. DOI: 10.1109/CAMSAP.2015.7383809  0.319
2016 Bauerheim M, Ndiaye A, Constantine PG, Moreau S, Nicoud F. Symmetry breaking of azimuthal thermoacoustic modes: the UQ perspective Journal of Fluid Mechanics. 789: 534-566. DOI: 10.1017/Jfm.2015.730  0.416
2016 Seshadri P, Constantine P, Iaccarino G, Parks G. A density-matching approach for optimization under uncertainty Computer Methods in Applied Mechanics and Engineering. 305: 562-578. DOI: 10.1016/J.Cma.2016.03.006  0.479
2016 Jefferson JL, Gilbert JM, Constantine PG, Maxwell RM. Reprint of: Active subspaces for sensitivity analysis and dimension reduction of an integrated hydrologic model Computers and Geosciences. 90: 78-89. DOI: 10.1016/J.Cageo.2015.11.002  0.433
2016 Gilbert JM, Jefferson JL, Constantine PG, Maxwell RM. Global spatial sensitivity of runoff to subsurface permeability using the active subspace method Advances in Water Resources. 92: 30-42. DOI: 10.1016/J.Advwatres.2016.03.020  0.388
2016 Othmer C, Lukaczyk T, Constantine PG, Alonso JJ. On active subspaces in car aerodynamics 17th Aiaa/Issmo Multidisciplinary Analysis and Optimization Conference.  0.319
2015 Constantine PG, Emory M, Larsson J, Iaccarino G. Exploiting active subspaces to quantify uncertainty in the numerical simulation of the HyShot II scramjet Journal of Computational Physics. 302: 1-20. DOI: 10.1016/J.Jcp.2015.09.001  0.553
2015 Jefferson JL, Gilbert JM, Constantine PG, Maxwell RM. Active subspaces for sensitivity analysis and dimension reduction of an integrated hydrologic model Computers and Geosciences. 83: 127-138. DOI: 10.1016/J.Cageo.2015.07.001  0.42
2015 Constantine PG, Zaharatos B, Campanelli M. Discovering an active subspace in a single-diode solar cell model Statistical Analysis and Data Mining. 8: 264-273. DOI: 10.1002/Sam.11281  0.453
2014 Constantine PG, Gleich DF, Hou Y, Templeton J. Model reduction with mapreduce-enabled tall and skinny singular value decomposition Siam Journal On Scientific Computing. 36: S166-S191. DOI: 10.1137/130925219  0.459
2014 Constantine PG, Dow E, Wang Q. Active Subspace Methods in Theory and Practice: Applications to Kriging Surfaces Siam Journal On Scientific Computing. 36. DOI: 10.1137/130916138  0.456
2014 Constantine PG, Phipps ET, Wildey TM. Efficient uncertainty propagation for network multiphysics systems International Journal For Numerical Methods in Engineering. 99: 183-202. DOI: 10.1002/Nme.4667  0.421
2013 Constantine P, Field RV, Boslough MBE. Statistical surrogate models for prediction of high-consequence climate change International Journal For Uncertainty Quantification. 3: 341-355. DOI: 10.2172/1029816  0.365
2013 Constantine PG, Emory M, Palacios F, Kseib N, Iaccarino G. Quantification of margins and uncertainties using an active subspace method for approximating bounds Safety, Reliability, Risk and Life-Cycle Performance of Structures and Infrastructures - Proceedings of the 11th International Conference On Structural Safety and Reliability, Icossar 2013. 823-827.  0.511
2012 Constantine PG. Model Reduction and Interpolation Methods in Uncertainty Quantification Seg Technical Program Expanded Abstracts. DOI: 10.1190/Segam2012-1251.1  0.394
2012 Butler T, Constantine P, Wildey T. A Posteriori Error Analysis of Parameterized Linear Systems Using Spectral Methods Siam Journal On Matrix Analysis and Applications. 33: 195-209. DOI: 10.1137/110840522  0.401
2012 Constantine PG, Wang Q. Residual minimizing model interpolation for parameterized nonlinear dynamical systems Siam Journal On Scientific Computing. 34. DOI: 10.1137/100816717  0.436
2012 Constantine PG, Eldred MS, Phipps ET. Sparse pseudospectral approximation method Computer Methods in Applied Mechanics and Engineering. 229: 1-12. DOI: 10.1016/J.Cma.2012.03.019  0.386
2011 Constantine PG, Doostan A, Wang Q, Iaccarino G. A surrogate accelerated Bayesian inverse analysis of the HyShot II flight data Collection of Technical Papers - Aiaa/Asme/Asce/Ahs/Asc Structures, Structural Dynamics and Materials Conference. DOI: 10.2514/6.2011-2037  0.473
2011 Constantine PG, Gleich DF, Iaccarino G. A factorization of the spectral galerkin system for parameterized matrix equations: DERIVATION and applications Siam Journal On Scientific Computing. 33: 2995-3009. DOI: 10.1137/100799046  0.522
2010 Constantine PG, Gleich DF, Iaccarino G. Spectral methods for parameterized matrix equations Siam Journal On Matrix Analysis and Applications. 31: 2681-2699. DOI: 10.1137/090755965  0.522
2009 Constantine PG, Gleich DF. Random Alpha PageRank Internet Mathematics. 6: 189-236. DOI: 10.1080/15427951.2009.10129185  0.327
2009 Constantine PG, Doostan A, Iaccarino G. A hybrid collocation/Galerkin scheme for convective heat transfer problems with stochastic boundary conditions International Journal For Numerical Methods in Engineering. 80: 868-880. DOI: 10.1002/Nme.2564  0.482
2008 Eldred MS, Webster CG, Constantine PG. Design under uncertainty employing stochastic expansion methods 12th Aiaa/Issmo Multidisciplinary Analysis and Optimization Conference, Mao.  0.333
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