Birs- 18w5023: Computational Statistics and Molecular Simulation: A Practical Cross-Fertilization

  1. Title:
    Numerical integration within the Hamiltonian (Hybrid) Monte Carlo method

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  2. Title:
    Metastability in molecular dynamics and Bayesian inference methods

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    Duality of estimation and control and its application to rare event simulation

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    (Hands-on + discussion) Scaling limits for modern MCMC algorithms

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    Gibbs flow transport for Bayesian inference

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    Fast randomized iterative numerical linear algebra for quantum chemistry and other applications

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  7. Title:
    Sequential Monte Carlo for Bayesian Analysis of Spectroscopy

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    Path integral molecular dynamics

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  9. Title:
    High-dimensional Bayesian inference and convex geometry: theory, methods, and algorithms

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  10. Title:
    On the hypocoercivity of some PDMP-Monte Carlo algorithms

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  11. Title:
    A Constructive Approach to PDMPs

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  12. Title:
    Thermodynamic formalism, functional inequalities and model-form UQ for stochastic processes.

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  13. Title:
    Beyond Well-Tempered Metadynamics algorithms for sampling multimodal target densities

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  14. Title:
    Monte Carlo sampling of rare events in diffusive dynamical systems

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  15. Title:
    Simulated Tempering Method in the Infinite Switch Limit with Adaptive Weight Learning

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  16. Title:
    Computational statistical methods applied on conducting scientific literature reviews

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  17. Title:
    Importance sampling with nonequilibrium trajectories

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