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SIAM/ASA Journal on Uncertainty Quantification

Short Title: SIAM/ASA J. Uncertain. Quantif.
Publisher: Society for Industrial and Applied Mathematics (SIAM), Philadelphia, PA; American Statistical Association (ASA), Alexandria, VA
ISSN: 2166-2525/e
Online: http://epubs.siam.org/loi/sjuqa3
Comments: Journal; Indexed cover-to-cover; Published electronic only as of Vol. 1 (2013).
Documents Indexed: 560 Publications (since 2013)
References Indexed: 495 Publications with 21,559 References.
all top 5

Authors

8 Giles, Michael B.
8 Nobile, Fabio
8 Schwab, Christoph
8 Ullmann, Elisabeth
7 Marzouk, Youssef M.
7 Scheichl, Robert
6 Ginsbourger, David
6 Jasra, Ajay
6 Kouri, Drew P.
6 Narayan, Akil C.
6 Sanz-Alonso, Daniel
6 Soize, Christian
6 Stuart, Andrew M.
6 Tartakovsky, Alexandre M.
6 Teckentrup, Aretha L.
5 Bachoc, François
5 Bardsley, Johnathan M.
5 Chen, Peng
5 Estep, Donald J.
5 Gunzburger, Max D.
5 Owen, Art B.
5 Rahman, Sharif
5 Roustant, Olivier
5 Wu, Chien-Fu Jeff
4 Elman, Howard C.
4 Gelb, Anne
4 Ghattas, Omar N.
4 Grigoriu, Mircea Dan
4 Hosseini, Bamdad
4 Kantas, Nikolas
4 Katsoulakis, Markos A.
4 Klein, Thierry E.
4 Law, Kody J. H.
4 Lee, Kookjin
4 Multerer, Michael D.
4 Papaioannou, Iason
4 Pavliotis, Grigorios A.
4 Peherstorfer, Benjamin
4 Schillings, Claudia
4 Sousedík, Bedřich
4 Sudret, Bruno
4 Wolpert, Robert L.
3 Abdulle, Assyr
3 Alexanderian, Alen
3 Banks, Harvey Thomas
3 Barajas-Solano, David A.
3 Bect, Julien
3 Berger, James Orvis
3 Beskos, Alexandros
3 Bocquet, Marc
3 Borgonovo, Emanuele
3 Broto, Baptiste
3 Carlberg, Kevin T.
3 Challenor, Peter G.
3 Chen, Nan
3 Cohen, Albert
3 Constantinescu, Emil M.
3 Crisan, Dan O.
3 Dolgov, Sergey V.
3 Dong, Yiqiu
3 Eigel, Martin
3 Frenklach, Michael
3 Gamboa, Fabrice
3 Gobet, Emmanuel
3 Gratton, Serge
3 Haaland, Benjamin
3 Harbrecht, Helmut
3 Hobbs, Jonathan
3 Krämer, Boris
3 Kuo, Frances Y.
3 Li, Qin
3 Morris, Max D.
3 Packard, Andrew Kelly
3 Perrin, Guillaume
3 Petra, Noemi
3 Powell, Catherine Elizabeth
3 Quarteroni, Alfio M.
3 Sapsis, Themistoklis P.
3 Sinsbeck, Michael
3 Sloan, Ian Hugh
3 Smith, Ralph C.
3 Stadler, Georg
3 Tan, Matthias Hwai Yong
3 Tartakovsky, Daniel M.
3 Tavener, Simon J.
3 Tuo, Rui
3 Wang, Wenjia
3 Wang, Yan
3 Webster, Clayton G.
3 Willcox, Karen E.
3 Zech, Jakob
2 Anitescu, Mihai
2 Apley, Daniel W.
2 Arnst, Maarten
2 Baccou, Jean
2 Baker, Ruth Elizabeth
2 Ballester-Ripoll, Rafael
2 Bao, Feng
2 Belomestny, Denis
2 Ben Salem, Malek
...and 999 more Authors
all top 5

Fields

356 Numerical analysis (65-XX)
310 Statistics (62-XX)
230 Probability theory and stochastic processes (60-XX)
139 Partial differential equations (35-XX)
44 Computer science (68-XX)
40 Systems theory; control (93-XX)
35 Calculus of variations and optimal control; optimization (49-XX)
30 Operations research, mathematical programming (90-XX)
28 Fluid mechanics (76-XX)
28 Geophysics (86-XX)
18 Information and communication theory, circuits (94-XX)
17 Approximations and expansions (41-XX)
16 Dynamical systems and ergodic theory (37-XX)
16 Game theory, economics, finance, and other social and behavioral sciences (91-XX)
15 Linear and multilinear algebra; matrix theory (15-XX)
15 Statistical mechanics, structure of matter (82-XX)
13 Biology and other natural sciences (92-XX)
12 Operator theory (47-XX)
11 Ordinary differential equations (34-XX)
11 Functional analysis (46-XX)
9 Mechanics of deformable solids (74-XX)
6 Mechanics of particles and systems (70-XX)
5 Special functions (33-XX)
5 Integral equations (45-XX)
5 Optics, electromagnetic theory (78-XX)
3 Measure and integration (28-XX)
3 Global analysis, analysis on manifolds (58-XX)
3 Mathematics education (97-XX)
2 Real functions (26-XX)
2 Harmonic analysis on Euclidean spaces (42-XX)
2 Classical thermodynamics, heat transfer (80-XX)
2 Relativity and gravitational theory (83-XX)
2 Astronomy and astrophysics (85-XX)
1 Combinatorics (05-XX)
1 Order, lattices, ordered algebraic structures (06-XX)
1 Commutative algebra (13-XX)
1 Difference and functional equations (39-XX)
1 Sequences, series, summability (40-XX)
1 Integral transforms, operational calculus (44-XX)
1 Geometry (51-XX)
1 General topology (54-XX)
1 Algebraic topology (55-XX)

Publications by Year

Citations contained in zbMATH Open

444 Publications have been cited 4,050 times in 2,590 Documents Cited by Year
A hierarchical multilevel Markov chain Monte Carlo algorithm with applications to uncertainty quantification in subsurface flow. Zbl 1330.65007
Dodwell, T. J.; Ketelsen, C.; Scheichl, R.; Teckentrup, A. L.
61
2015
A multilevel stochastic collocation method for partial differential equations with random input data. Zbl 1327.65014
Teckentrup, A. L.; Jantsch, P.; Webster, C. G.; Gunzburger, M.
60
2015
Analysis of the ensemble and polynomial chaos Kalman filters in Bayesian inverse problems. Zbl 1339.60041
Ernst, Oliver G.; Sprungk, Björn; Starkloff, Hans-Jörg
48
2015
Polynomial chaos expansion of random coefficients and the solution of stochastic partial differential equations in the tensor train format. Zbl 1329.65271
Dolgov, Sergey; Khoromskij, Boris N.; Litvinenko, Alexander; Matthies, Hermann G.
47
2015
Data assimilation in reduced modeling. Zbl 06736493
Binev, Peter; Cohen, Albert; Dahmen, Wolfgang; DeVore, Ronald; Petrova, Guergana; Wojtaszczyk, Przemyslaw
42
2017
Existence and optimality conditions for risk-averse PDE-constrained optimization. Zbl 1393.49002
Kouri, D. P.; Surowiec, T. M.
42
2018
Mean-variance risk-averse optimal control of systems governed by PDEs with random parameter fields using quadratic approximations. Zbl 1391.93289
Alexanderian, Alen; Petra, Noemi; Stadler, Georg; Ghattas, Omar
41
2017
Sequential Monte Carlo methods for high-dimensional inverse problems: a case study for the Navier-Stokes equations. Zbl 1308.65010
Kantas, Nikolas; Beskos, Alexandros; Jasra, Ajay
40
2014
An analysis of infinite dimensional Bayesian inverse shape acoustic scattering and its numerical approximation. Zbl 1306.65270
Bui-Thanh, Tan; Ghattas, Omar
39
2014
Weighted reduced basis method for stochastic optimal control problems with elliptic PDE constraint. Zbl 1309.35182
Chen, Peng; Quarteroni, Alfio
39
2014
Transport map accelerated Markov chain Monte Carlo. Zbl 1394.65004
Parno, Matthew D.; Marzouk, Youssef M.
39
2018
(Sub-)gradient formulae for probability functions of random inequality systems under Gaussian distribution. Zbl 1434.90111
van Ackooij, Wim; Henrion, R.
36
2017
Uncertainty quantification in graph-based classification of high dimensional data. Zbl 1394.62083
Bertozzi, Andrea L.; Luo, Xiyang; Stuart, Andrew M.; Zygalakis, Konstantinos C.
36
2018
Sobol’ indices and Shapley value. Zbl 1308.91129
Owen, Art B.
35
2014
Reduced basis collocation methods for partial differential equations with random coefficients. Zbl 1282.35424
Elman, Howard C.; Liao, Qifeng
34
2013
The ROMES method for statistical modeling of reduced-order-model error. Zbl 1322.65029
Drohmann, Martin; Carlberg, Kevin
33
2015
Inverse random source scattering problems in several dimensions. Zbl 1355.78025
Bao, Gang; Chen, Chuchu; Li, Peijun
33
2016
Reduced basis methods for uncertainty quantification. Zbl 1400.65010
Chen, Peng; Quarteroni, Alfio; Rozza, Gianluigi
33
2017
Sparse polynomial chaos expansions: literature survey and benchmark. Zbl 1464.65008
LĂĽthen, Nora; Marelli, Stefano; Sudret, Bruno
33
2021
Transport reversal for model reduction of hyperbolic partial differential equations. Zbl 1398.65084
Rim, Donsub; Moe, Scott; LeVeque, Randall J.
32
2018
Computational aspects of stochastic collocation with multifidelity models. Zbl 1306.65010
Zhu, Xueyu; Narayan, Akil; Xiu, Dongbin
31
2014
Quasi-Monte Carlo and multilevel Monte Carlo methods for computing posterior expectations in elliptic inverse problems. Zbl 1516.65118
Scheichl, R.; Stuart, A. M.; Teckentrup, A. L.
31
2017
Hierarchical tensor approximation of output quantities of parameter-dependent PDEs. Zbl 1327.65010
Ballani, Jonas; Grasedyck, Lars
30
2015
Convergence of the square root ensemble Kalman filter in the large ensemble limit. Zbl 1329.60083
Kwiatkowski, Evan; Mandel, Jan
29
2015
Shapley effects for global sensitivity analysis: theory and computation. Zbl 1403.62226
Song, Eunhye; Nelson, Barry L.; Staum, Jeremy
29
2016
Analysis of the Gibbs sampler for hierarchical inverse problems. Zbl 1308.62097
Agapiou, Sergios; Bardsley, Johnathan M.; Papaspiliopoulos, Omiros; Stuart, Andrew M.
28
2014
Numerical solution of scalar conservation laws with random flux functions. Zbl 1343.65007
Mishra, Siddhartha; Risebro, Nils Henrik; Schwab, Christoph; Tokareva, Svetlana
28
2016
A theoretical framework for calibration in computer models: parametrization, estimation and convergence properties. Zbl 1383.62354
Tuo, Rui; Jeff Wu, C. F.
28
2016
Higher order quasi-Monte Carlo integration for holomorphic, parametric operator equations. Zbl 1398.65031
Dick, Josef; Le Gia, Quoc T.; Schwab, Christoph
28
2016
Multilevel Monte Carlo analysis for optimal control of elliptic PDEs with random coefficients. Zbl 1371.35371
Ali, Ahmad Ahmad; Ullmann, Elisabeth; Hinze, Michael
27
2017
Accurate solution of Bayesian inverse uncertainty quantification problems combining reduced basis methods and reduction error models. Zbl 1383.35251
Manzoni, A.; Pagani, S.; Lassila, T.
27
2016
Uniform regularity for linear kinetic equations with random input based on hypocoercivity. Zbl 1398.65257
Li, Qin; Wang, Li
27
2017
Path-space information bounds for uncertainty quantification and sensitivity analysis of stochastic dynamics. Zbl 1371.65004
Dupuis, Paul; Katsoulakis, Markos A.; Pantazis, Yannis; Plecháč, Petr
26
2016
Variance components and generalized Sobol’ indices. Zbl 1459.62144
Owen, Art B.
26
2013
Multilevel estimation of rare events. Zbl 1327.65246
Ullmann, Elisabeth; Papaioannou, Iason
26
2015
Sequential design with mutual information for computer experiments (MICE): emulation of a tsunami model. Zbl 1349.62364
Beck, Joakim; Guillas, Serge
26
2016
Low-rank solution of unsteady diffusion equations with stochastic coefficients. Zbl 1325.65016
Benner, Peter; Onwunta, Akwum; Stoll, Martin
25
2015
On Shapley value for measuring importance of dependent inputs. Zbl 1386.65064
Owen, Art B.; Prieur, Clémentine
25
2017
Multilevel Monte Carlo approximation of distribution functions and densities. Zbl 1322.65014
Giles, Michael B.; Nagapetyan, Tigran; Ritter, Klaus
24
2015
Analysis of boundary effects on PDE-based sampling of Whittle-MatĂ©rn random fields. Zbl 07118418
Khristenko, U.; Scarabosio, L.; Swierczynski, P.; Ullmann, E.; Wohlmuth, B.
24
2019
A multilevel stochastic collocation algorithm for optimization of PDEs with uncertain coefficients. Zbl 1307.49026
Kouri, D. P.
23
2014
A least-squares method for sparse low rank approximation of multivariate functions. Zbl 1327.65029
Chevreuil, M.; Lebrun, R.; Nouy, A.; Rai, P.
23
2015
A quasi-Monte Carlo method for optimal control under uncertainty. Zbl 1475.49004
Guth, Philipp A.; Kaarnioja, Vesa; Kuo, Frances Y.; Schillings, Claudia; Sloan, Ian H.
23
2021
Convergence rates for penalized least squares estimators in PDE constrained regression problems. Zbl 1436.62163
Nickl, Richard; van de Geer, Sara; Wang, Sven
21
2020
Polynomial chaos expansion of a multimodal random vector. Zbl 1327.62332
Soize, C.
21
2015
A multilevel Monte Carlo method for computing failure probabilities. Zbl 1343.65004
Elfverson, Daniel; Hellman, Fredrik; MĂĄlqvist, Axel
21
2016
An adaptive multilevel Monte Carlo method with stochastic bounds for quantities of interest with uncertain data. Zbl 1398.35306
Eigel, Martin; Merdon, Christian; Neumann, Johannes
21
2016
Multilevel sequential Monte Carlo with dimension-independent likelihood-informed proposals. Zbl 1395.82229
Beskos, Alexandros; Jasra, Ajay; Law, Kody; Marzouk, Youssef; Zhou, Yan
21
2018
Robust optimization of PDEs with random coefficients using a multilevel Monte Carlo method. Zbl 1421.35396
Van Barel, Andreas; Vandewalle, Stefan
21
2019
Well-posed Bayesian inverse problems: priors with exponential tails. Zbl 1371.35349
Hosseini, Bamdad; Nigam, Nilima
20
2017
Reduced basis methods for parameterized partial differential equations with stochastic influences using the Karhunen-Loève expansion. Zbl 1281.35100
Haasdonk, Bernard; Urban, Karsten; Wieland, Bernhard
20
2013
On the well-posedness of Bayesian inverse problems. Zbl 1437.49050
Latz, Jonas
20
2020
A Bayesian approach for global sensitivity analysis of (multifidelity) computer codes. Zbl 1308.62107
Le Gratiet, Loic; Cannamela, Claire; Iooss, Bertrand
19
2014
Bayesian analysis of hierarchical multifidelity codes. Zbl 1280.62033
Le Gratiet, Loic
19
2013
An efficient numerical method for acoustic wave scattering in random media. Zbl 1327.65213
Feng, Xiaobing; Lin, Junshan; Lorton, Cody
19
2015
Multilevel accelerated quadrature for PDEs with log-normally distributed diffusion coefficient. Zbl 1343.65006
Harbrecht, Helmut; Peters, Michael; Siebenmorgen, Markus
19
2016
Uncertainty propagation; intrusive kinetic formulations of scalar conservation laws. Zbl 1362.35342
Despres, Bruno; Perthame, Benoit
19
2016
A multiscale strategy for Bayesian inference using transport maps. Zbl 1356.62038
Parno, Matthew; Moselhy, Tarek; Marzouk, Youssef
19
2016
A data-driven stochastic method for elliptic PDEs with random coefficients. Zbl 1290.60068
Cheng, Mulin; Hou, Thomas Y.; Yan, Mike; Zhang, Zhiwen
18
2013
Finite-dimensional Gaussian approximation with linear inequality constraints. Zbl 1405.60047
López-Lopera, Andrés F.; Bachoc, François; Durrande, Nicolas; Roustant, Olivier
18
2018
Scaled Gaussian stochastic process for computer model calibration and prediction. Zbl 1409.62185
Gu, Mengyang; Wang, Long
18
2018
Local equilibration error estimators for guaranteed error control in adaptive stochastic higher-order Galerkin finite element methods. Zbl 1398.65297
Eigel, Martin; Merdon, Christian
18
2016
Greedy algorithms for optimal measurements selection in state estimation using reduced models. Zbl 1407.65256
Binev, Peter; Cohen, Albert; Mula, Olga; Nichols, James
18
2018
Multifidelity preconditioning of the cross-entropy method for rare event simulation and failure probability estimation. Zbl 1394.35493
Peherstorfer, Benjamin; Kramer, Boris; Willcox, Karen
18
2018
Optimal explicit stabilized integrator of weak order 1 for stiff and ergodic stochastic differential equations. Zbl 1392.65013
Abdulle, Assyr; Almuslimani, Ibrahim; Vilmart, Gilles
18
2018
Fokker-Planck particle systems for Bayesian inference: computational approaches. Zbl 1473.65274
Reich, Sebastian; Weissmann, Simon
18
2021
Estimating shape constrained functions using Gaussian processes. Zbl 1347.60040
Wang, Xiaojing; Berger, James O.
17
2016
An efficient, globally convergent method for optimization under uncertainty using adaptive model reduction and sparse grids. Zbl 1448.65057
Zahr, Matthew J.; Carlberg, Kevin T.; Kouri, Drew P.
17
2019
Fast sampling in a linear-Gaussian inverse problem. Zbl 1398.94081
Fox, Colin; Norton, Richard A.
17
2016
Approximate solutions of inverse problems for nonlinear space fractional diffusion equations with randomly perturbed data. Zbl 1384.35146
Nane, Erkan; Tuan, Nguyen Huy
17
2018
Efficient history matching of a high dimensional individual-based HIV transmission model. Zbl 1387.62111
Andrianakis, Ioannis; McCreesh, Nicky; Vernon, Ian; McKinley, Trevelyan J.; Oakley, Jeremy E.; Nsubuga, Rebecca N.; Goldstein, Michael; White, Richard G.
17
2017
Multilevel nested simulation for efficient risk estimation. Zbl 1457.91416
Giles, Michael B.; Haji-Ali, Abdul-Lateef
16
2019
Multifidelity Monte Carlo estimation of variance and sensitivity indices. Zbl 1394.62175
Qian, Elizabeth; Peherstorfer, Benjamin; O’Malley, Daniel; Vesselinov, Velimir V.; Willcox, Karen
16
2018
Higher-order quasi-Monte Carlo for Bayesian shape inversion. Zbl 1402.65141
Gantner, Robert N.; Peters, Michael D.
16
2018
Subsampled Gauss quadrature nodes for estimating polynomial chaos expansions. Zbl 1308.41005
Tang, Gary; Iaccarino, Gianluca
15
2014
Monotone emulation of computer experiments. Zbl 1327.62146
Golchi, S.; Bingham, D. R.; Chipman, H.; Campbell, D. A.
15
2015
Optimal adaptation for early stopping in statistical inverse problems. Zbl 1401.65058
Blanchard, Gilles; Hoffmann, Marc; ReiĂź, Markus
15
2018
Sequential design of experiment for sparse polynomial chaos expansions. Zbl 06861783
Fajraoui, Noura; Marelli, Stefano; Sudret, Bruno
15
2017
Dimension reduction for Gaussian process emulation: an application to the influence of bathymetry on tsunami heights. Zbl 1403.62217
Liu, Xiaoyu; Guillas, Serge
15
2017
Well-posed Bayesian inverse problems with infinitely divisible and heavy-tailed prior measures. Zbl 1390.35417
Hosseini, Bamdad
15
2017
Mixed finite elements for spatial regression with PDE penalization. Zbl 1306.65275
Azzimonti, Laura; Nobile, Fabio; Sangalli, Laura M.; Secchi, Piercesare
14
2014
A generalized ANOVA dimensional decomposition for dependent probability measures. Zbl 1311.62106
Rahman, Sharif
14
2014
Efficient Bayesian experimentation using an expected information gain lower bound. Zbl 1370.62019
Tsilifis, Panagiotis; Ghanem, Roger G.; Hajali, Paris
14
2017
Mean exit times and the multilevel Monte Carlo method. Zbl 1282.65020
Higham, Desmond J.; Mao, Xuerong; Roj, Mikolaj; Song, Qingshuo; Yin, George
14
2013
Bernstein-von Mises theorems and uncertainty quantification for linear inverse problems. Zbl 1436.62161
Giordano, Matteo; Kekkonen, Hanne
14
2020
Random forward models and log-likelihoods in Bayesian inverse problems. Zbl 1409.62062
Lie, H. C.; Sullivan, T. J.; Teckentrup, A. L.
14
2018
Efficient white noise sampling and coupling for multilevel Monte Carlo with nonnested meshes. Zbl 07003649
Croci, Matteo; Giles, Mike B.; Rognes, M. E.; Farrell, Patrick E.
14
2018
Robust bounds on risk-sensitive functionals via RĂ©nyi divergence. Zbl 1341.60008
Atar, Rami; Chowdhary, Kenny; Dupuis, Paul
14
2015
Stabilized weighted reduced basis methods for parametrized advection dominated problems with random inputs. Zbl 1408.35021
Torlo, Davide; Ballarin, Francesco; Rozza, Gianluigi
14
2018
Displacement interpolation using monotone rearrangement. Zbl 07003644
Rim, Donsub; Mandli, Kyle T.
14
2018
Levenberg-Marquardt methods based on probabilistic gradient models and inexact subproblem solution, with application to data assimilation. Zbl 1358.90156
Bergou, E.; Gratton, S.; Vicente, L. N.
14
2016
Sparse adaptive tensor Galerkin approximations of stochastic PDE-constrained control problems. Zbl 1398.65252
Kunoth, Angela; Schwab, Christoph
14
2016
Adjustments to computer models via projected kernel calibration. Zbl 1430.62261
Tuo, Rui
14
2019
Parallel local approximation MCMC for expensive models. Zbl 1398.65017
Conrad, Patrick R.; Davis, Andrew D.; Marzouk, Youssef M.; Pillai, Natesh S.; Smith, Aaron
14
2018
Convergence of Gaussian process regression with estimated hyper-parameters and applications in Bayesian inverse problems. Zbl 1461.60022
Teckentrup, Aretha L.
14
2020
A particle filter for stochastic advection by Lie transport: a case study for the damped and forced incompressible two-dimensional Euler equation. Zbl 1454.62528
Cotter, Colin; Crisan, Dan; Holm, Darryl D.; Pan, Wei; Shevchenko, Igor
14
2020
A hybrid sparse-grid approach for nonlinear filtering problems based on adaptive-domain of the Zakai equation approximations. Zbl 1343.60041
Bao, Feng; Cao, Yanzhao; Webster, Clayton; Zhang, Guannan
13
2014
Metropolized randomized maximum likelihood for improved sampling from multimodal distributions. Zbl 1370.62018
Oliver, Dean S.
13
2017
A hybrid alternating least squares-TT-cross algorithm for parametric PDEs. Zbl 1418.65170
Dolgov, Sergey; Scheichl, Robert
13
2019
Bayesian model and dimension reduction for uncertainty propagation: applications in random media. Zbl 1422.62377
Grigo, Constantin; Koutsourelakis, Phaedon-Stelios
13
2019
Error estimate of a quasi-Monte Carlo time-splitting pseudospectral method for nonlinear Schrödinger equation with random potentials. Zbl 07827680
Wu, Zhizhang; Zhang, Zhiwen; Zhao, Xiaofei
1
2024
Calculation of epidemic first passage and peak time probability distributions. Zbl 07864801
Curran-Sebastian, Jacob; Pellis, Lorenzo; Hall, Ian; House, Thomas
1
2024
Nonasymptotic bounds for suboptimal importance sampling. Zbl 1541.65005
Hartmann, Carsten; Richter, Lorenz
1
2024
A combination technique for optimal control problems constrained by random PDEs. Zbl 07896957
Nobile, Fabio; Vanzan, Tommaso
1
2024
A fast and scalable computational framework for large-scale high-dimensional Bayesian optimal experimental design. Zbl 1514.62153
Wu, Keyi; Chen, Peng; Ghattas, Omar
8
2023
Generalized sparse Bayesian learning and application to image reconstruction. Zbl 1514.94006
Glaubitz, Jan; Gelb, Anne; Song, Guohui
6
2023
Uncertainty quantification of inclusion boundaries in the context of X-ray tomography. Zbl 1524.65022
Afkham, Babak Maboudi; Dong, Yiqiu; Hansen, Per Christian
5
2023
Convergence rates for learning linear operators from noisy data. Zbl 1514.62075
de Hoop, Maarten V.; Kovachki, Nikola B.; Nelsen, Nicholas H.; Stuart, Andrew M.
4
2023
On unbiased estimation for discretized models. Zbl 1514.65007
Heng, Jeremy; Jasra, Ajay; Law, Kody J. H.; Tarakanov, Alexander
3
2023
Large deviation theory-based adaptive importance sampling for rare events in high dimensions. Zbl 1518.65009
Tong, Shanyin; Stadler, Georg
3
2023
On the generalized Langevin equation for simulated annealing. Zbl 1517.60088
Chak, Martin; Kantas, Nikolas; Pavliotis, Grigorios A.
2
2023
Deep learning in high dimension: neural network expression rates for analytic functions in \(L^2(\mathbb{R}^d,\gamma_d)\). Zbl 1524.41084
Schwab, Christoph; Zech, Jakob
2
2023
Complete deterministic dynamics and spectral decomposition of the linear ensemble Kalman inversion. Zbl 1514.62048
Bungert, Leon; Wacker, Philipp
2
2023
Certified dimension reduction for Bayesian updating with the cross-entropy method. Zbl 1515.62042
Ehre, Max; Flock, Rafael; FuĂźeder, Martin; Papaioannou, Iason; Straub, Daniel
2
2023
An order-theoretic perspective on modes and maximum a posteriori estimation in Bayesian inverse problems. Zbl 07787062
Lambley, Hefin; Sullivan, T. J.
2
2023
On the deep active-subspace method. Zbl 07705324
Edeling, Wouter
1
2023
Analysis of a class of multilevel Markov chain Monte Carlo algorithms based on independent Metropolis-Hastings. Zbl 1518.35680
Madrigal-Cianci, Juan P.; Nobile, Fabio; Tempone, RaĂşl
1
2023
Ensemble-based gradient inference for particle methods in optimization and sampling. Zbl 1518.65142
Schillings, Claudia; Totzeck, Claudia; Wacker, Philipp
1
2023
Quantifying and managing uncertainty in piecewise-deterministic Markov processes. Zbl 1521.60041
Cartee, Elliot; Farah, Antonio; Nellis, April; Van Hook, Jacob; Vladimirsky, Alexander
1
2023
Active learning of tree tensor networks using optimal least squares. Zbl 07733139
Haberstich, CĂ©cile; Nouy, A.; Perrin, G.
1
2023
Towards practical large-scale randomized iterative least squares solvers through uncertainty quantification. Zbl 1538.65071
Pritchard, Nathaniel; Patel, Vivak
1
2023
Dimension free nonasymptotic bounds on the accuracy of high-dimensional Laplace approximation. Zbl 1527.62025
Spokoiny, Vladimir
1
2023
Fast calibration for computer models with massive physical observations. Zbl 1538.62360
Lv, Shurui; Yu, Jun; Wang, Yan; Du, Jiang
1
2023
Are minimizers of the Onsager-Machlup functional strong posterior modes? Zbl 07772686
Kretschmann, Remo
1
2023
Parameter estimation in an SPDE model for cell repolarization. Zbl 1523.35309
Altmeyer, Randolf; Bretschneider, Till; Janák, Josef; Reiß, Markus
10
2022
Nonlinear reduced models for state and parameter estimation. Zbl 1482.65170
Cohen, Albert; Dahmen, Wolfgang; Mula, Olga; Nichols, James
9
2022
A stochastic Levenberg-Marquardt method using random models with complexity results. Zbl 1487.49035
Bergou, El Houcine; Diouane, Youssef; Kungurtsev, Vyacheslav; Royer, Clément W.
7
2022
Multilevel ensemble Kalman-Bucy filters. Zbl 1493.65022
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6
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Stochastic normalizing flows for inverse problems: a Markov chains viewpoint. Zbl 1498.62067
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6
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A spline dimensional decomposition for uncertainty quantification in high dimensions. Zbl 07524833
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5
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A variational inference approach to inverse problems with gamma hyperpriors. Zbl 1514.35425
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4
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An inverse random source problem for the biharmonic wave equation. Zbl 1496.35453
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4
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A hybrid Gibbs sampler for edge-preserving tomographic reconstruction with uncertain view angles. Zbl 1502.92005
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4
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A theoretical framework of the scaled Gaussian stochastic process in prediction and calibration. Zbl 1498.62016
Gu, Mengyang; Xie, Fangzheng; Wang, Long
4
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A locally adapted reduced-basis method for solving risk-averse PDE-constrained optimization problems. Zbl 1505.49025
Zou, Zilong; Kouri, Drew P.; Aquino, Wilkins
3
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Joint online parameter estimation and optimal sensor placement for the partially observed stochastic advection-diffusion equation. Zbl 1484.35423
Sharrock, Louis; Kantas, Nikolas
3
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Analysis of nested multilevel Monte Carlo using approximate normal random variables. Zbl 1482.65006
Giles, Michael; Sheridan-Methven, Oliver
3
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Empirical Bayesian inference using a support informed prior. Zbl 1493.62031
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3
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Ensemble Markov chain Monte Carlo with teleporting walkers. Zbl 1493.65013
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3
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Asymptotic theory of \(\ell_1\)-regularized PDE identification from a single noisy trajectory. Zbl 1493.62440
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3
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Scaled Vecchia approximation for fast computer-model emulation. Zbl 1493.62011
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3
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Strong rates of convergence of a splitting scheme for Schrödinger equations with nonlocal interaction cubic nonlinearity and white noise dispersion. Zbl 1485.65011
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3
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Sparse online variational Bayesian regression. Zbl 1498.62019
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3
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A lagged particle filter for stable filtering of certain high-dimensional state-space models. Zbl 1499.62341
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3
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Rank bounds for approximating Gaussian densities in the tensor-train format. Zbl 1505.65195
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3
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Statistical finite elements via Langevin dynamics. Zbl 1506.65006
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2
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Bayesian inference of an uncertain generalized diffusion operator. Zbl 1481.62012
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2
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Risk-adapted optimal experimental design. Zbl 1493.62464
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Generative stochastic modeling of strongly nonlinear flows with non-Gaussian statistics. Zbl 1504.37091
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2
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Scaling up Bayesian uncertainty quantification for inverse problems using deep neural networks. Zbl 1514.62009
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2
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Calibration of inexact computer models with heteroscedastic errors. Zbl 1514.62046
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Finite element representations of Gaussian processes: balancing numerical and statistical accuracy. Zbl 1498.62015
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2
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Superfloe parameterization with physics constraints for uncertainty quantification of sea ice floes. Zbl 1498.86001
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2
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Finite sample approximations of exact and entropic Wasserstein distances between covariance operators and Gaussian processes. Zbl 1489.60057
Minh, HĂ  Quang
1
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The ensemble Kalman filter for rare event estimation. Zbl 1482.62083
Wagner, Fabian; Papaioannou, I.; Ullmann, E.
1
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Monte Carlo methods for the neutron transport equation. Zbl 1494.82032
Cox, Alexander M. G.; Harris, Simon C.; Kyprianou, Andreas E.; Wang, Minmin
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Objective frequentist uncertainty quantification for atmospheric \(\text{CO}_2\) retrievals. Zbl 1493.62596
Patil, Pratik; Kuusela, Mikael; Hobbs, Jonathan
1
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Wasserstein sensitivity of risk and uncertainty propagation. Zbl 1498.91503
Ernst, Oliver G.; Pichler, Alois; Sprungk, Björn
1
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Extrapolated polynomial lattice rule integration in computational uncertainty quantification. Zbl 1494.65004
Dick, Josef; Longo, Marcello; Schwab, Christoph
1
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Penalized projected kernel calibration for computer models. Zbl 1506.62537
Wang, Yan
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APIK: active physics-informed Kriging model with partial differential equations. Zbl 1490.60078
Chen, Jialei; Chen, Zhehui; Zhang, Chuck; Jeff Wu, C. F.
1
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Goal-oriented Shapley effects with special attention to the quantile-oriented case. Zbl 1498.62078
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1
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Sampling-based spotlight SAR image reconstruction from phase history data for Speckle reduction and uncertainty quantification. Zbl 1504.94011
Churchill, Victor; Gelb, Anne
1
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A comparative study of polynomial-type chaos expansions for indicator functions. Zbl 1524.33045
Bourgey, Florian; Gobet, Emmanuel; Rey, Clément
1
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Sparse polynomial chaos expansions: literature survey and benchmark. Zbl 1464.65008
LĂĽthen, Nora; Marelli, Stefano; Sudret, Bruno
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A quasi-Monte Carlo method for optimal control under uncertainty. Zbl 1475.49004
Guth, Philipp A.; Kaarnioja, Vesa; Kuo, Frances Y.; Schillings, Claudia; Sloan, Ian H.
23
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Fokker-Planck particle systems for Bayesian inference: computational approaches. Zbl 1473.65274
Reich, Sebastian; Weissmann, Simon
18
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Unbiased inference for discretely observed hidden Markov model diffusions. Zbl 1464.62038
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12
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Taylor approximation for chance constrained optimization problems governed by partial differential equations with high-dimensional random parameters. Zbl 1473.65072
Chen, Peng; Ghattas, Omar
11
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Optimal design of large-scale Bayesian linear inverse problems under reducible model uncertainty: good to know what you don’t know. Zbl 1460.62120
Alexanderian, Alen; Petra, Noemi; Stadler, Georg; Sunseri, Isaac
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Cross-entropy-based importance sampling with failure-informed dimension reduction for rare event simulation. Zbl 1472.62023
Uribe, Felipe; Papaioannou, Iason; Marzouk, Youssef M.; Straub, Daniel
9
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PDE-constrained optimal control problems with uncertain parameters using SAGA. Zbl 1473.35611
Martin, Matthieu; Nobile, Fabio
9
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Multilevel Monte Carlo finite difference methods for fractional conservation laws with random data. Zbl 1471.65104
Koley, Ujjwal; Ray, Deep; Sarkar, Tanmay
8
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On the asymptotical regularization for linear inverse problems in presence of white noise. Zbl 1459.65080
Lu, Shuai; Niu, Pingping; Werner, Frank
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A convex optimization framework for the inverse problem of identifying a random parameter in a stochastic partial differential equation. Zbl 1471.35332
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Stability of Gibbs posteriors from the Wasserstein loss for Bayesian full waveform inversion. Zbl 1473.62018
Dunlop, Matthew M.; Yang, Yunan
7
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Uncertainty quantification for the BGK model of the Boltzmann equation using multilevel variance reduced Monte Carlo methods. Zbl 1473.35389
Hu, Jingwei; Pareschi, Lorenzo; Wang, Yubo
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Computing Shapley effects for sensitivity analysis. Zbl 1473.91001
Plischke, Elmar; Rabitti, Giovanni; Borgonovo, Emanuele
7
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GAN-based priors for quantifying uncertainty in supervised learning. Zbl 1473.62092
Patel, Dhruv V.; Oberai, Assad A.
6
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Quasi-Monte Carlo finite element analysis for wave propagation in heterogeneous random media. Zbl 1459.65010
Ganesh, M.; Kuo, Frances Y.; Sloan, Ian H.
5
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Density estimation by randomized quasi-Monte Carlo. Zbl 1462.62224
Ben Abdellah, Amal; L’Ecuyer, Pierre; Owen, Art B.; Puchhammer, Florian
5
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Asymptotic analysis of multilevel best linear unbiased estimators. Zbl 1497.65235
Schaden, Daniel; Ullmann, Elisabeth
5
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Global sensitivity analysis and Wasserstein spaces. Zbl 1468.62267
Fort, Jean-Claude; Klein, Thierry; Lagnoux, Agnès
4
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Output-weighted optimal sampling for Bayesian experimental design and uncertainty quantification. Zbl 1464.62356
Blanchard, Antoine; Sapsis, Themistoklis
4
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Two-level a posteriori error estimation for adaptive multilevel stochastic Galerkin finite element method. Zbl 1516.65125
Bespalov, Alex; Praetorius, Dirk; Ruggeri, Michele
4
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Instances of computational optimal recovery: dealing with observation errors. Zbl 1483.41012
Ettehad, Mahmood; Foucart, Simon
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Estimation of ordinary differential equation models with discretization error quantification. Zbl 1462.62156
Matsuda, Takeru; Miyatake, Yuto
3
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Using coupling methods to estimate sample quality of stochastic differential equations. Zbl 1459.65009
Dobson, Matthew; Li, Yao; Zhai, Jiayu
3
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Linear parabolic problems in random moving domains. Zbl 1471.35346
Djurdjevac, Ana
3
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Numerical approximation of optimal convergence for fractional elliptic equations with additive fractional Gaussian noise. Zbl 1503.65304
Hao, Zhaopeng; Zhang, Zhongqiang
3
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Multilevel Markov chain Monte Carlo for Bayesian inversion of parabolic partial differential equations under Gaussian prior. Zbl 1465.65006
Hoang, Viet Ha; Quek, Jia Hao; Schwab, Christoph
3
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Variance reduction for dependent sequences with applications to stochastic gradient MCMC. Zbl 1478.60206
Belomestny, Denis; Iosipoi, Leonid; Moulines, Eric; Naumov, Alexey; Samsonov, Sergey
3
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Efficient estimation of the ANOVA mean dimension, with an application to neural net classification. Zbl 1464.62139
Hoyt, Christopher; Owen, Art B.
3
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Multifidelity approximate Bayesian computation with sequential Monte Carlo parameter sampling. Zbl 1465.62016
Prescott, Thomas P.; Baker, Ruth E.
3
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Quantifying truncation-related uncertainties in unsteady fluid dynamics reduced order models. Zbl 1481.60132
Resseguier, Valentin; Picard, Agustin M.; Memin, Etienne; Chapron, Bertrand
3
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Can we trust Bayesian uncertainty quantification from Gaussian process priors with squared exponential covariance kernel? Zbl 1470.62044
Hadji, Amine; SzabĂł, Botond
2
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Sequential design of computer experiments for the computation of Bayesian model evidence. Zbl 1462.62500
Sinsbeck, Michael; Cooke, Emily; Nowak, Wolfgang
2
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Optimization-based Markov chain Monte Carlo methods for nonlinear hierarchical statistical inverse problems. Zbl 07307677
Bardsley, Johnathan M.; Cui, Tiangang
2
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Bayesian spatial inversion and conjugate selection Gaussian prior models. Zbl 1464.62289
Omre, Henning; Rimstad, Kjartan
2
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Lagrangian uncertainty quantification and information inequalities for stochastic flows. Zbl 1481.60104
Branicki, Michal; Uda, Kenneth
2
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Cited by 4,069 Authors

35 Schwab, Christoph
33 Jasra, Ajay
33 Stuart, Andrew M.
28 Narayan, Akil C.
26 Marzouk, Youssef M.
26 Nobile, Fabio
26 Tempone, RaĂşl F.
22 Chen, Peng
21 Soize, Christian
19 Peherstorfer, Benjamin
19 Scheichl, Robert
17 Bachoc, François
17 Ghanem, Roger G.
17 Ghattas, Omar N.
17 Li, Peijun
17 Rozza, Gianluigi
16 Cui, Tiangang
16 Kouri, Drew P.
16 Sanz-Alonso, Daniel
16 Willcox, Karen E.
15 Law, Kody J. H.
15 Papaioannou, Iason
15 Reich, Sebastian
15 Ullmann, Elisabeth
15 Van Ackooij, Wim
14 Borgonovo, Emanuele
14 Girolami, Mark A.
14 Schillings, Claudia
13 Bao, Feng
13 Crisan, Dan O.
13 Dolgov, Sergey V.
13 Gramacy, Robert B.
13 Jakeman, John Davis
13 Katsoulakis, Markos A.
13 Latz, Jonas
13 Tong, Xin Thomson
12 Alexanderian, Alen
12 Beskos, Alexandros
12 Eigel, Martin
12 Giles, Michael B.
12 Henrion, René
12 Jiang, Lijian
12 Jin, Shi
12 Lin, Guang
12 Sullivan, Tim
11 Bespalov, Alexei
11 Goda, Takashi
11 Harbrecht, Helmut
11 Hosseini, Bamdad
11 Liu, Liu
11 Nguyen Huy Tuan
11 Nickl, Richard
11 Pulch, Roland
11 Rahman, Sharif
11 Sangalli, Laura Maria
11 Sprungk, Björn
11 Surowiec, Thomas
11 Teckentrup, Aretha L.
11 Yamada, Toshihiro
11 Zhang, Zhiwen
10 Benner, Peter
10 Chada, Neil K.
10 Chaudhry, Jehanzeb Hameed
10 Helin, Tapio
10 Kirby, Robert M. II
10 Kressner, Daniel
10 Li, Qin
10 Matthies, Hermann Georg
10 Mula, Olga
10 Oates, Chris J.
10 PĂ©rez-Aros, Pedro
10 Sudret, Bruno
10 Zhu, Xueyu
9 Bardsley, Johnathan M.
9 Barth, Andrea
9 Bréhier, Charles-Edouard
9 Butler, Troy D.
9 Elman, Howard C.
9 Harlim, John
9 Heitsch, Holger
9 Koutsourelakis, Phaedon-Stelios
9 KĂĽhn, Christian
9 Kuo, Frances Y.
9 Li, Jinglai
9 Lie, Han Cheng
9 Multerer, Michael D.
9 Pareschi, Lorenzo
9 Prieur, Clémentine
9 Saibaba, Arvind Krishna
9 Sandu, Adrian
9 Tamellini, Lorenzo
9 Tartakovsky, Alexandre M.
9 Wang, Xu
9 Wohlmuth, Barbara I.
9 Yang, Xiu
8 Abdulle, Assyr
8 Cohen, Albert
8 Doostan, Alireza
8 Gorodetsky, Alex Arkady
8 Grigoriu, Mircea Dan
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Cited in 310 Journals

288 SIAM/ASA Journal on Uncertainty Quantification
207 Journal of Computational Physics
159 Computer Methods in Applied Mechanics and Engineering
138 SIAM Journal on Scientific Computing
83 Inverse Problems
58 Statistics and Computing
56 International Journal for Numerical Methods in Engineering
49 Journal of Scientific Computing
38 Journal of Computational and Applied Mathematics
34 SIAM Journal on Numerical Analysis
29 Numerische Mathematik
28 Computational Geosciences
26 Computers & Mathematics with Applications
25 Journal of the American Statistical Association
24 European Series in Applied and Industrial Mathematics (ESAIM): Mathematical Modelling and Numerical Analysis
24 Electronic Journal of Statistics
21 Advances in Computational Mathematics
21 Chaos
18 Physica D
18 The Annals of Applied Probability
18 SIAM Journal on Optimization
18 SIAM Journal on Applied Dynamical Systems
18 Multiscale Modeling & Simulation
18 The Annals of Applied Statistics
17 Applied Mathematical Modelling
17 Computational Statistics and Data Analysis
17 Communications in Computational Physics
16 Mathematics of Computation
15 European Journal of Operational Research
15 Bernoulli
15 SIAM Journal on Imaging Sciences
13 Computers and Fluids
13 BIT
13 Mathematics and Computers in Simulation
13 Computational Mechanics
13 Numerical Linear Algebra with Applications
13 Foundations of Computational Mathematics
13 Journal of Machine Learning Research (JMLR)
13 Oberwolfach Reports
12 Applied Mathematics and Computation
12 Applied Numerical Mathematics
12 Inverse Problems and Imaging
12 Foundations of Data Science
11 Journal of Differential Equations
11 SIAM Journal on Control and Optimization
11 Acta Numerica
10 SIAM Journal on Matrix Analysis and Applications
10 SIAM Journal on Mathematical Analysis
10 Mathematical Programming. Series A. Series B
10 Applied and Computational Harmonic Analysis
10 Monte Carlo Methods and Applications
10 Bayesian Analysis
9 Journal of Fluid Mechanics
9 Journal of Mathematical Analysis and Applications
9 The Annals of Statistics
9 Statistical Science
9 Numerical Algorithms
9 SIAM Journal on Applied Mathematics
9 SIAM Review
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8 Nonlinearity
8 Stochastic Processes and their Applications
8 Stochastic and Partial Differential Equations. Analysis and Computations
8 SIAM Journal on Mathematics of Data Science
7 Applicable Analysis
7 Mathematical Methods in the Applied Sciences
7 Scandinavian Journal of Statistics
7 Applied Mathematics and Optimization
7 Calcolo
7 Journal of Multivariate Analysis
7 Journal of Complexity
7 Journal of Global Optimization
7 M\(^3\)AS. Mathematical Models & Methods in Applied Sciences
7 Journal of Nonlinear Science
7 European Series in Applied and Industrial Mathematics (ESAIM): Control, Optimization and Calculus of Variations
7 Communications in Nonlinear Science and Numerical Simulation
7 Methodology and Computing in Applied Probability
7 Inverse Problems in Science and Engineering
7 Mathematical Geosciences
7 Journal of Agricultural, Biological, and Environmental Statistics
7 European Series in Applied and Industrial Mathematics (ESAIM): Proceedings and Surveys
7 SMAI Journal of Computational Mathematics
6 Bulletin of Mathematical Biology
6 Numerical Methods for Partial Differential Equations
6 Journal of Statistical Computation and Simulation
6 Computational and Applied Mathematics
6 Statistica Sinica
6 Kinetic and Related Models
5 Computer Physics Communications
5 Automatica
5 International Statistical Review
5 Stochastic Analysis and Applications
5 Constructive Approximation
5 European Journal of Applied Mathematics
5 Computational Statistics
5 Communications in Statistics. Theory and Methods
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5 Statistical Papers
5 European Series in Applied and Industrial Mathematics (ESAIM): Probability and Statistics
5 Optimization and Engineering
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1,484 Numerical analysis (65-XX)
1,066 Statistics (62-XX)
682 Probability theory and stochastic processes (60-XX)
617 Partial differential equations (35-XX)
251 Computer science (68-XX)
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156 Systems theory; control (93-XX)
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45 Ordinary differential equations (34-XX)
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