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Stochastic Numerics Research Group
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2018

  1. Home
  2. Publications
  • Clear filters
Nesterov-aided stochastic gradient methods using Laplace approximation for Bayesian design optimization   2018
Year: 2018
Authors: André Gustavo Carlon, Ben Mansour Dia, Luis Espath, Rafael Holdorf Lopez, Raul Tempone
  • Optimal experimental design
  • Bayesian inference
  • Laplace approximation
  • Stochastic optimization
  • Accelerated gradient descent
  • Importance sampling
IGA-based multi-index stochastic collocation for random PDEs on arbitrary domains  2018
Year: 2018
Authors: Joakim Beck, Lorenzo Tamellini, Raul Tempone
  • Isogeometric analysis
  • Uncertainty Quantification
  • Multilevel methods
  • Sparse grids
  • Stochastic collocation methods
  • Combination-technique
Importance Sampling Estimator of Outage Probability under Generalized Selection Combining Model  2018
Year: 2018
Authors: Nadhir Ben Rached, Zdravko Botev, Abla Kammoun, Raul Tempone, Mohamed-Slim Alouini
  • Outage probability
  • generalised selection combining
  • order statistics
  • Monte Carlo
  • Importance sampling
Bayesian inferences of the thermal properties of a wall using temperature and heat flux measurements
Year: 2018
Authors: Marco Iglesias, Zaid Sawlan, Marco Scavino, Raul Tempone, M.A. Katsoulakis, Christopher Wood
  • heat equation
  • nuisance boundary parameters marginalization
  • heat flux measurements
  • Solid Walls
  • Bayesian inference
  • thermal resistance
  • heat capacity
  • Experimental Design
Fast Bayesian experimental design: Laplace-based importance sampling for the expected information gain
Year: 2018
Authors: Joakim Beck, Ben Mansour Dia, Luis Espath, Quan Long, Raul Tempone
  • Fast Bayesian experimental design: Laplace-based importance sampling for the expected information gain
Smolyak's algorithm: A powerful black box for the acceleration of scientific computations
Year: 2018
Authors: Raul Tempone, Sören Wolfers
  • Smolyak algorithm
  • Sparse grids
  • hyperbolic cross approximation
  • Combination-technique
  • Multilevel methods
Hierarchical adaptive sparse grids for option pricing under the rough Bergomi model
Year: 2018
Authors: Christian Bayer, Chiheb Ben Hammouda, Raul Tempone
  • Rough volatility
  • Monte Carlo
  • Adaptive sparse grids
  • Brownian bridge construction
  • Richardson extrapolation
Reynolds number and settling velocity influence for finite-release particle-laden gravity currents in a basin
Year: 2018
Authors: Francisco, E.P, L. F. R. Espath, S. Laizet, J.H
  • Particle-laden gravity current
  • Energy budget
  • Deposition of particles
  • Direct numerical simulation
Approximation Methods for Inhomogeneous Geometric Brownian Motion
Year: 2018
Authors: Capriotti Luca, Jiang Yupeng, Shaimerdenova Gaukhar
  • Inhomogeneous Geometric Brownian Motion
  • Constant Elasticity of Variance
  • Arrow-Debreu Security
  • Derivative Pricing
  • Power Series Expansions
On the sum of order statistics and applications to wireless communication systems performances
Year: 2018
Authors: Nadhir Ben Rached, Zdravko Botev, Abla Kammoun, Mohamed-Slim Alouini, Raul Tempone
  • order statistics
  • Outage probability
  • generalised selection combining
  • Monte Carlo
  • variance reduction
  • Importance sampling
  • conditional MC.
Ensemble-marginalized Kalman filter for linear time-dependent PDEs with noisy boundary conditions: Application to heat transfer in building walls.
Year: 2018
Authors: Iglesias, Marco, Zaid Sawlan, Marco Scavino, Raul Tempone, Christopher Wood
  • ensemble Kalman filter
  • linear PDEs
  • heat equation
  • nuisance boundary parameters marginalization
  • heat flux measurements
  • thermal resistance
  • heat capacity
Sparse approximation of multilinear problems with applications to kernel-based methods in UQ.
Year: 2018
Authors: Fabio Nobile, Raul Tempone, Sören Wolfers
  • kernel-based methods in UQ
Efficient outage probability evaluation of diversity receivers over α-μ fading channels
Year: 2018
Authors: Chaouki Ben Issaid, Mohamed-Slim Alouini, Raul Tempone
  • —α−μ, κ−μ, η−μ, importance sampling
  • Monte Carlo
  • bounded relative error
  • Outage probability
  • diversity techniques
Smoothing the payoff for efficient computation of Basket option prices
Year: 2018
Authors: Christian Bayer, Markus Siebenmorgen, Raul Tempone
  • Computational finance
  • European option pricing
  • Multivariate approximation and integration
  • Sparse grids
  • Stochastic collocation methods
  • Monte Carlo
  • Quasi Monte Carlo methods
On the Fast and Precise Evaluation of the Outage Probability of Diversity Receivers Over α−μ , κ−μ , and η−μ Fading Channels
Year: 2018
Authors: Chaouki Ben Issaid, Mohamed-Slim Alouini, Raul Tempone
  • —α−μ, κ−μ, η−μ, importance sampling
  • Monte Carlo
  • bounded relative error
  • Outage probability
  • diversity techniques
On the generalization of the hazard rate twisting-based simulation approach
Year: 2018
Authors: Rached, Nadhir Ben Rached, Fatma Benkhelifa, Abla Kammoun, Mohamed-Slim Alouini, Raul Tempone
  • Naive Monte Carlo
  • Rare events
  • Importance sampling
  • Hazard rate twisting
  • Logarithmic efficient
  • Twisting parameter
Accurate Outage Probability Evaluation of Equal Gain Combining Receivers
Year: 2018
Authors: Nadhir Ben Rached, Abla Kammoun, Mohamed-Slim Alouini, Raul Tempone
  • Outage probability
  • equal gain combining
  • Importance sampling
  • sample rejection
  • bounded relative error
Importance Sampling Estimator of Outage Probability under Generalized Selection Combining Model
Year: 2018
Authors: Nadhir Ben Rached, Zdravko Botev, Abla Kammoun, Raul Tempone, Mohamed-Slim Alouini
  • Outage probability
  • generalised selection combining
  • order statistics
  • Monte Carlo
  • Importance sampling
Pricing American Options by Exercise Rate Optimization    2018
Year: 2018
Authors: Christian Bayer, Raul Tempone, Sören Wolfers
  • Computational finance
  • American option pricing
  • stochastic optimization problem
  • Rough Bergomi
Bayesian earthquake dating and seismic hazard assessment using chlorine-36 measurements (BED v1)
Year: 2018
Authors: Joakim Beck, Sören Wolfers, Gerald P. Roberts
  • Bayesian earthquake dating
Computation of Electromagnetic Fields Scattered From Objects With Uncertain Shapes Using Multilevel Monte Carlo Method     2018
Year: 2018
Authors: Alexander Litvinenko, Abdulkadir C. Yucel, Hakan Bagci, Jesper Oppelstrup, Eric Michielssen, Raul Tempone
  • uncertainty quantification in geometry
  • random geometry
  • multilevel Monte Carlo method (MLMC)
  • continuation MLMC
  • integral equation
  • fast multipole method (FMM)
  • fast Fourier transform (FFT)
  • scattering problem
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