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Stochastic Numerics Research Group
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2021

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  2. Publications
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A simple approach to proving the existence, uniqueness, and strong and weak convergence rates for a broad class of McKean--Vlasov equations
Year: 2021
Authors: A.-L Haji-Ali, H. Hoel, R. Tempone
  • Interacting stochastic particle systems
  • Stochastic mean-field limit
  • Weak and strong convergence rates
Efficient Importance Sampling for Large Sums of Independent and Identically Distributed Random Variables
Year: 2021
Authors: N. Ben Rached, A.-L Haji-Ali, G. Rubino, R. Tempone
  • Importance sampling
  • rare event
  • exponential twisting
  • Gamma IS PDF
Wind Field Reconstruction with Adaptive Random Fourier Features
Year: 2021
Authors: J. Kiessling, E. Strom, R. Tempone
  • Random Fourier features
  • neural networks
  • Metropolis algorithm
  • discrete Fourier
  • physical loss function
  • spatial interpolation
  • machine learning
  • wind field reconstruction
  • flow field estimation
Principal Component Density Estimation for Scenario Generation Using Normalizing Flows
Year: 2021
Authors: E. Cramer, A. Mitsos, R. Tempone, M. Dahmen
  • Renewable energy
  • scenario generation
  • normalizing flows
  • dimensionality reduction
  • principal component analysis
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