John D. Jakeman

Available identifiers

zbMath Open jakeman.john-davisMaRDI QIDQ401604

List of research outcomes

Publication	Date of Publication	Type
Adaptive experimental design for multi‐fidelity surrogate modeling of multi‐disciplinary systems	2023-11-17	Paper
Multifidelity uncertainty quantification with models based on dissimilar parameters	2023-09-12	Paper
TIME AND FREQUENCY DOMAIN METHODS FOR BASIS SELECTION IN RANDOM LINEAR DYNAMICAL SYSTEMS	2022-11-24	Paper
MFNets: MULTI-FIDELITY DATA-DRIVEN NETWORKS FOR BAYESIAN LEARNING AND PREDICTION	2022-11-24	Paper
DEEP LEARNING OF PARAMETERIZED EQUATIONS WITH APPLICATIONS TO UNCERTAINTY QUANTIFICATION	2022-11-24	Paper
Risk-Adapted Optimal Experimental Design	2022-09-01	Paper
A generalized approximate control variate framework for multifidelity uncertainty quantification	2022-04-08	Paper
MFNets: data efficient all-at-once learning of multifidelity surrogates as directed networks of information sources	2021-11-24	Paper
Cholesky-Based Experimental Design for Gaussian Process and Kernel-Based Emulation and Calibration	2021-11-03	Paper
Data-Driven Learning of Nonautonomous Systems	2021-06-29	Paper
Data-driven learning of non-autonomous systems	2020-06-02	Paper
Polynomial chaos expansions for dependent random variables	2020-04-17	Paper
Generation and application of multivariate polynomial quadrature rules	2020-04-08	Paper
Adaptive Multi-index Collocation for Uncertainty Quantification and Sensitivity Analysis	2019-09-30	Paper
Gradient-based optimization for regression in the functional tensor-train format	2019-07-04	Paper
Compressed Sensing with Sparse Corruptions: Fault-Tolerant Sparse Collocation Approximations	2019-01-21	Paper
A Generalized Sampling and Preconditioning Scheme for Sparse Approximation of Polynomial Chaos Expansions	2017-07-07	Paper
Stochastic galerkin and collocation methods for quantifying uncertainty in differential equations: a review	2017-04-12	Paper
A Christoffel function weighted least squares algorithm for collocation approximations	2017-03-27	Paper
Local Polynomial Chaos Expansion for Linear Differential Equations with High Dimensional Random Inputs	2015-11-27	Paper
Adaptive Leja Sparse Grid Constructions for Stochastic Collocation and High-Dimensional Approximation	2015-03-02	Paper
Minimal multi-element stochastic collocation for uncertainty quantification of discontinuous functions	2014-08-27	Paper
Local and Dimension Adaptive Sparse Grid Interpolation and Quadrature	2011-09-30	Paper
Characterization of discontinuities in high-dimensional stochastic problems on adaptive sparse grids	2011-06-15	Paper
Numerical approach for quantification of epistemic uncertainty	2010-06-08	Paper

Research outcomes over time

Doctoral students

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