SIAM Conference on Uncertainty Quantification (UQ20)
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Youssef Marzouk
Massachusetts Institute of Technology United States
  • Presentation Gradient-based dimension reduction of multivariate vector-valued functions Author
    Date: 03-24-2020 , Time: 10:30 am | Topic: UQ for complex systems
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  • Presentation Bayesian experimental design in high-dimensional settings: A point process approach Author
    Date: 03-24-2020 , Time: 11:00 am | Topic: Design of experiments
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  • Presentation A sample-driven transport approach to Bayesian optimal experimental design Author
    Date: 03-24-2020 , Time: 02:00 pm | Topic: Design of experiments
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  • Presentation A Bayesian Framework for Robust Decisions in the Presence of Misspecified Models Author
    Date: 03-24-2020 , Time: 03:30 pm | Topic: Model error, discrepancy and calibration
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  • Presentation P06: A novel Knothe-Rosenblatt Stein variational transport method: applications in data assimilation Author
    Date: 03-24-2020 , Time: 04:15 pm | Topic:
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  • Session MS111: Inference and preconditioning via Stein methods, flows, and other transport maps (Part I of II) Chair(s)
    Date: 03-25-2020 , Time: 02:00 pm | Topic: Statistical methods for UQ
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  • Presentation Derivative-free multilevel optimization under uncertainty employing higher order moments Author
    Date: 03-25-2020 , Time: 03:00 pm | Topic: Uncertainty propagation
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  • Presentation On adaptation of sparse quadrature and sparse polynomial-based Knothe Rosenblatt maps for high-dimensional Bayesian inversion Author
    Date: 03-25-2020 , Time: 05:00 pm | Topic: High-dimensional approximation
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  • Session MS112: Inference and preconditioning via Stein methods, flows, and other transport maps (Part II of II) Chair(s)
    Date: 03-25-2020 , Time: 04:30 pm | Topic: Statistical methods for UQ
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  • Presentation A transport-based multifidelity preconditioner for Markov chain Monte Carlo Author
    Date: 03-25-2020 , Time: 04:30 pm | Topic: Statistical methods for UQ
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  • Presentation Using the MIT Uncertainty Quantification (MUQ) library for high-dimensional inverse problems Author
    Date: 03-25-2020 , Time: 05:30 pm | Topic: Inverse problems
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  • Presentation Model misspecification and transport-Lagrangian distances in seismic inversion Author
    Date: 03-25-2020 , Time: 04:30 pm | Topic: Other
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  • Presentation - NEW - A data free likelihood-informed subspace for dimensionality reduction of Bayesian inverse problems Author
    Date: 03-26-2020 , Time: 02:00 pm | Topic: Reduced order models
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  • Session MS811: Multilevel and Multi-fidelity Methods for Model-Based Statistical Learning (Part I of III) Chair(s)
    Date: 03-26-2020 , Time: 02:00 pm | Topic: Statistical methods for UQ
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  • Presentation satGP: Efficient Gaussian process regression for massive remote sensing data Author
    Date: 03-26-2020 , Time: 04:30 pm | Topic: Inverse problems
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  • Presentation Estimation of Failure Probabilities via Local MCMC Subset Approximations Author
    Date: 03-26-2020 , Time: 05:00 pm | Topic: Rare events and Risk
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  • Presentation Efficient sampling methods for stochastic dynamical systems using Koopman eigenfunctions Author
    Date: 03-26-2020 , Time: 05:30 pm | Topic: Statistical methods for UQ
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  • Session MS812: Multilevel and Multi-fidelity Methods for Model-Based Statistical Learning (Part II of III) Chair(s)
    Date: 03-26-2020 , Time: 04:30 pm | Topic: Statistical methods for UQ
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  • Presentation Multi-Level Optimization Based Monte-Carlo Samplers for Large-Scale Inverse Problems Author
    Date: 03-26-2020 , Time: 05:30 pm | Topic: Statistical methods for UQ
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  • Presentation Hierarchically Structured Transport Maps for Inference Problems Author
    Date: 03-26-2020 , Time: 06:00 pm | Topic: Statistical methods for UQ
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  • Session MS813: Multilevel and Multi-fidelity Methods for Model-Based Statistical Learning (Part III of III) Chair(s)
    Date: 03-27-2020 , Time: 08:30 am | Topic: Statistical methods for UQ
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  • Presentation Transport methods for stochastic modeling and inference Speaker
    Date: 03-27-2020 , Time: 11:45 am | Topic: Statistical methods for UQ
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  • Presentation Asymptotically exact optimal experimental design using local surrogate models to design aquifer monitoring strategies Author
    Date: 03-27-2020 , Time: 03:30 pm | Topic: Design of experiments
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