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Fabio Nobile

EPFL SB MATH CSQI
MA B2 444 (Bâtiment MA)
Station 8
1015 Lausanne

Full list

* Dynamical Low-Rank Approximations for Kalman Filtering

F. NobileT. S. S. Trigo Trindade

2025

* Stochastic gradient with least-squares control variates

F. NobileM. RaviolaN. Schaeffer

2025

* Error estimates for SUPG-stabilised Dynamical Low Rank Approximations

F. NobileT. S. S. Trigo Trindade

2025. European Conference on Numerical Mathematics and Advanced Applications, Lisbon, Portugal, 2023-09-04 - 2023-09-08. p. 438 - 447. DOI : 10.1007/978-3-031-86169-7_45.

* Probabilistic Load Forecasting of distribution power systems based on empirical copulas

P. F. AustnesC. Garcia ParejaF. NobileM. Paolone

Sustainable Energy, Grids and Networks. 2025. DOI : https://doi.org/10.1016/j.segan.2025.101708.

* Robust high-order low-rank BUG integrators based on explicit Runge-Kutta methods

F. NobileS. Riffaud

2025

* A function approximation algorithm using multilevel active subspaces

F. NobileM. RaviolaR. Tempone

2025

* Personalized computational electro-mechanics simulations to optimize cardiac resynchronization therapy

E. CapuanoF. RegazzoniM. MainesS. FornaraV. Locatelli  et al.

Biomechanics and modeling in mechanobiology. 2024. DOI : 10.1007/s10237-024-01878-8.

* A multigrid method for PDE-constrained optimization with uncertain inputs

G. CiaramellaF. NobileT. Vanzan

Journal of Scientific Computing. 2024. DOI : 10.1007/s10915-024-02646-7.

* Dynamical Low-Rank Approximation for Stochastic Differential Equations

Y. KazashiF. NobileF. Zoccolan

Mathematics of Computation. 2024. DOI : 10.1090/mcom/3999.

* Unbiased Likelihood Estimation of Wright–Fisher Diffusion Processes

C. García-ParejaF. Nobile

2024. 15th International Conference on Monte Carlo and Quasi-Monte Carlo Methods in Scientific Computing, Linz, Austria, 2022-07-17 - 2022-07-21. p. 259 - 275. DOI : 10.1007/978-3-031-59762-6_12.

* Multilevel quadrature formulae for the optimal control of random PDEs

F. NobileT. Vanzan

2024

* Petrov-Galerkin Dynamical Low Rank Approximation: SUPG stabilisation of advection-dominated problems

F. NobileT. S. S. Trigo Trindade

Computer Methods in Applied Mechanics and Engineering. 2024. DOI : 10.1016/j.cma.2024.117495.

* A Combination Technique for Optimal Control Problems Constrained by Random PDEs

F. NobileT. Vanzan

SIAM/ASA Journal on Uncertainty Quantification. 2024. DOI : 10.1137/22M1532263.

* Gradient-based optimisation of the conditional-value-at-risk using the multi-level Monte Carlo method

S. S. GaneshF. Nobile

Journal of Computational Physics. 2023. DOI : 10.1016/j.jcp.2023.112523.

* Parametric Reduced Order Model of a Gas Bearings Supported Rotor

D. GoutaudierJ. SchiffmannF. Nobile

2023. ASME TurboExpo 2023. ASME Turbomachinery Technical Conference and Exposition (Turbo Expo) on Collaborate, Innovate and Empower - Propulsion and Power for a Sustainable Future, Boston, , MA, US, June 26-30, 2023. DOI : 10.1115/GT2023-102519.

* Parametric Reduced Order Model of a Gas Bearings Supported Rotor

D. GoutaudierJ. SchiffmannF. Nobile

Journal of Engineering for Gas Turbines and Power. 2023. DOI : 10.1115/1.4063424.

* A new method to interpolate POD reduced bases-Application to the parametric model order reduction of a gas bearings supported rotor

D. GoutaudierF. NobileJ. Schiffmann

International Journal For Numerical Methods In Engineering. 2023. DOI : 10.1002/nme.7305.

* Preconditioners for robust optimal control problems under uncertainty

F. NobileT. Vanzan

Numerical Linear Algebra with Applications. 2023. DOI : 10.1002/nla.2472.

* Quantifying uncertain system outputs via the multi-level Monte Carlo method --- distribution and robustness measures

Q. Ayoul-GuilmardS. S. GaneshS. KrumscheidF. Nobile

International Journal for Uncertainty Quantification. 2023. DOI : 10.1615/Int.J.UncertaintyQuantification.2023045259.

* Analysis of a Class of Multilevel Markov Chain Monte Carlo Algorithms Based on Independent Metropolis–Hastings

J. P. Madrigal CianciF. NobileR. Tempone

SIAM/ASA Journal on Uncertainty Quantification. 2023. DOI : 10.1137/21M1420927.

* Density estimation in RKHS with application to Korobov spaces in high dimensions

Y. KazashiF. Nobile

Siam Journal On Numerical Analysis. 2023. DOI : 10.1137/22M147476X.

* Computational electrophysiology of the coronary sinus branches based on electro-anatomical mapping for the prediction of the latest activated region

C. VergaraS. StellaM. MainesP. C. AfricaD. Catanzariti  et al.

Medical & Biological Engineering & Computing. 2022. DOI : 10.1007/s11517-022-02610-3.

* Stable high-order randomized cubature formulae in arbitrary dimension

G. MiglioratiF. Nobile

Journal of Approximation Theory. 2022. DOI : 10.1016/j.jat.2022.105706.

* A technique for non-intrusive greedy piecewise-rational model reduction of frequency response problems over wide frequency bands

D. PradoveraF. Nobile

Journal of Mathematics in Industry. 2022. DOI : 10.1186/s13362-021-00117-4.

* Multi-Level Monte Carlo Methods for Uncertainty Quantification and Risk-Averse Optimisation

S. S. Ganesh / F. Nobile (Dir.)

Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-10031.

* Dynamical low rank approximation for uncertainty quantification of time-dependent problems

E. Vidlicková / F. Nobile (Dir.)

Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-9087.

* Uncertainty Quantification by Multilevel Monte Carlo and Local Time-Stepping for Wave Propagation

M. J. GroteS. MichelF. Nobile

SIAM/ASA Journal on Uncertainty Quantification. 2022. DOI : 10.1137/21M1429047.

* Filtered data and eigenfunction estimators for statistical inference of multiscale and interacting diffusion processes

A. Zanoni / F. NobileG. A. Pavliotis (Dir.)

Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-10458.

* Some first results on the consistency of spatial regression with partial differential equation regularization

E. ArnoneA. KneipF. NobileL. M. Sangalli

Statistica Sinica. 2022. DOI : 10.5705/ss.202019.0346.

* Fast approximation by periodic kernel-based lattice-point interpolation with application in uncertainty quantification

V. KaarniojaY. KazashiF. Y. KuoF. NobileI. H. Sloan

Numerische Mathematik. 2022. DOI : 10.1007/s00211-021-01242-3.

* HIERARCHICAL MARKOV CHAIN MONTE CARLO METHODS FOR BAYESIAN INVERSE PROBLEMS

J. P. Madrigal Cianci / F. Nobile (Dir.)

Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-8951.

* Stability properties of a projector-splitting scheme for dynamical low rank approximation of random parabolic equations

Y. KazashiF. NobileE. Vidlickova

Numerische Mathematik. 2021. DOI : 10.1007/s00211-021-01241-4.

* MATHICSE Technical Report : Preconditioners for robust optimal control problems under uncertainty

F. NobileT. Vanzan

2021

* MATHICSE Technical Report : A technique for non-intrusive greedy piecewise-rational model reduction of frequency response problems over wide frequency bands

D. PradoveraF. Nobile

2021

* Non-intrusive double-greedy parametric model reduction by interpolation of frequency-domain rational surrogates

F. NobileD. Pradovera

ESAIM: Mathematical Modelling and Numerical Analysis. 2021. DOI : 10.1051/m2an/2021040.

* Generalized parallel tempering on Bayesian inverse problems

J. LatzJ. P. Madrigal-CianciF. NobileR. Tempone

Statistics And Computing. 2021. DOI : 10.1007/s11222-021-10042-6.

* MATHICSE Technical Report : Density estimation in RKHS with application to Korobov spaces in high dimensions

Y. KazashiF. Nobile

2021

* Complexity analysis of stochastic gradient methods for PDE-constrained optimal control problems with uncertain parameters

M. MartinS. KrumscheidF. Nobile

ESAIM: Mathematical Modelling and Numerical Analysis. 2021. DOI : 10.1051/m2an/2021025.

* MATHICSE Technical Report : Uncertainty Quantification by MLMC and Local Time-stepping For Wave Propagation

M. J. GroteS. MichelF. Nobile

2021

* Function Integration, Reconstruction And Approximation Using Rank-1 Lattices

F. Y. KuoG. MiglioratiF. NobileD. Nuyens

Mathematics Of Computation. 2021. DOI : 10.1090/mcom/3595.

* A hybrid collocation-perturbation approach for PDEs with random domains

J. E. Castrillon-CandasF. NobileR. F. Tempone

Advances In Computational Mathematics. 2021. DOI : 10.1007/s10444-021-09859-6.

* MATHICSE Technical Report : Analysis of a class of Multi-Level Markov Chain Monte Carlo algorithms based on Independent Metropolis-Hastings

J. P. Madrigal CianciF. NobileR. Tempone

2021

* Model order reduction based on functional rational approximants for parametric PDEs with meromorphic structure

D. Pradovera / F. Nobile (Dir.)

Lausanne, EPFL, 2021. DOI : 10.5075/epfl-thesis-9271.

* Existence of dynamical low rank approximations for random semi-linear evolutionary equations on the maximal interval

Y. KazashiF. Nobile

Stochastics And Partial Differential Equations-Analysis And Computations. 2021. DOI : 10.1007/s40072-020-00177-4.

* A Posteriori Error Estimation for the Stochastic Collocation Finite Element Approximation of the Heat Equation with Random Coefficients

F. NobileE. Vidlicková

2021. Sparse Grids and Applications, Munich, 2018. DOI : 10.1007/978-3-030-81362-8_6.

* Multilevel ensemble Kalman filtering for spatio-temporal processes

A. ChernovH. HoelK. J. H. LawF. NobileR. Tempone

Numerische Mathematik. 2021. DOI : 10.1007/s00211-020-01159-3.

* Frequency-Domain Non-intrusive Greedy Model Order Reduction Based on Minimal Rational Approximation

D. PradoveraF. Nobile

2021. 13th International Conference on Scientific Computing in Electrical Engineering (SCEE), Eindhoven, NETHERLANDS, Feb 16-20, 2020. p. 159 - 167. DOI : 10.1007/978-3-030-84238-3_16.

* Wavelet-Fourier CORSING techniques for multidimensional advection-diffusion-reaction equations

S. BrugiapagliaS. MichelettiF. NobileS. Perotto

IMA Journal of Numerical Analysis. 2021. DOI : 10.1093/imanum/draa036.

* PDE-Constrained Optimal Control Problems with Uncertain Parameters using SAGA

M. C. MartinF. Nobile

SIAM/ASA Journal on Uncertainty Quantification. 2021. DOI : 10.1137/18M1224076.

* Integration of activation maps of epicardial veins in computational cardiac electrophysiology

S. StellaC. VergaraM. MainesD. CatanzaritiP. C. Africa  et al.

Computers In Biology And Medicine. 2020. DOI : 10.1016/j.compbiomed.2020.104047.

* MATHICSE Technical Report: Non-intrusive double-greedy parametric model reduction by interpolation of frequency-domain rational surrogates

F. NobileD. Pradovera

2020

* MATHICSE Technical Report : Fast approximation by periodic kernel-based lattice-point interpolation with application in uncertainty quantification

V. KaarniojaY. KazashiF. Y. KuoF. NobileI. H. Sloan

2020

* MATHICSE Technical Report: Stability properties of a projector-splitting scheme for the dynamical low rank approximation of random parabolic equations

Y. KazashiF. NobileE. Vidlicková

2020

* MATHICSE Technical Report : Regularity and sparse approximation of the recursive first moment equations for the lognormal Darcy problem

F. BonizzoniF. Nobile

2020

* MATHICSE Technical Report : Generalized Parallel Tempering on Bayesian Inverse Problems

J. LatzJ. P. Madrigal CianciF. NobileR. Tempone

2020

* MATHICSE Technical Report : Frequency-domain non-intrusive greedy Model Order Reduction based on minimal rational approximation

D. PradoveraF. Nobile

2020

* Frequency-domain non-intrusive greedy Model Order Reduction based on minimal rational approximation

D. PradoveraF. Nobile

13th International Conference on Scientific Computing in Electrical Engineering, Eindhoven, Netherlands, February 16-20, 2020.

* MATHICSE Technical Report: Existence of dynamical low rank approximations for random semi-linear evolutionary equations on the maximal interval

Y. KazashiF. Nobile

2020

* MATHICSE Technical Report : A Multilevel Stochastic Gradient method for PDE-constrained Optimal Control Problems with uncertain parameters

M. C. MartinF. NobileP. Tsilifis

2020

* MATHICSE Technical Report : Sparse Polynomial Chaos expansions using Variational Relevance Vector Machines

P. TsilifisI. PapaioannouD. StraubF. Nobile

2020

* Multilevel weighted least squares polynomial approximation

A.-L. Haji-AliF. NobileS. WolfersR. Tempone

ESAIM: Mathematical Modelling and Numerical Analysis. 2020. DOI : 10.1051/m2an/2019045.

* Symplectic dynamical low rank approximation of wave equations with random parameters

E. MusharbashF. NobileE. Vidlicková

BIT Numerical Mathematics. 2020. DOI : 10.1007/s10543-020-00811-6.

* Sparse Polynomial Chaos expansions using variational relevance vector machines

P. TsilifisI. PapaioannouD. StraubF. Nobile

Journal of Computational Physics. 2020. DOI : 10.1016/j.jcp.2020.109498.

* Regularity and sparse approximation of the recursive first moment equations for the lognormal Darcy problem

F. BonizzoniF. Nobile

Computers & Mathematics with Applications. 2020. DOI : 10.1016/j.camwa.2020.10.014.

* Fast Least-Squares Padé approximation of problems with normal operators and meromorphic structure

F. BonizzoniF. NobileI. PerugiaD. Pradovera

Mathematics of Computation. 2020. DOI : 10.1090/mcom/3511.

* Least-Squares Padé approximation of parametric and stochastic Helmholtz maps

F. BonizzoniF. NobileI. PerugiaD. Pradovera

Advances in Computational Mathematics. 2020. DOI : 10.1007/s10444-020-09749-3.

* Quantifying uncertain system outputs via the multilevel Monte Carlo method — Part I: Central moment estimation

S. KrumscheidF. NobileM. Pisaroni

Journal of Computational Physics. 2020. DOI : 10.1016/j.jcp.2020.109466.

* MATHICSE Technical Report : Function integration, reconstruction and approximation using rank-1 lattices

F. KuoG. MiglioratiF. NobileD. Nuyens

2019

* MATHICSE Technical Report: A posteriori error estimation for the stochastic collocation finite element approximation of the heat equation with random coefficients

F. NobileE. Vidlicková

2019

* Modeling spatially dependent functional data via regression with differential regularization

E. ArnoneL. AzzimontiF. NobileL. M. Sangalli

Journal of Multivariate Analysis. 2019. DOI : 10.1016/j.jmva.2018.09.006.

* Continuation Multilevel Monte Carlo Evolutionary Algorithm for Robust Aerodynamic Shape Design

M. PisaroniF. NobileP. Leyland

Journal of Aircraft. 2019. DOI : 10.2514/1.C035054.

* Stochastic approximation methods for PDE constrained optimal control problems with uncertain parameters

M. C. Martin / F. Nobile (Dir.)

Lausanne, EPFL, 2019. DOI : 10.5075/epfl-thesis-7233.

* Quantifying uncertainties in contact mechanics of rough surfaces using the multilevel Monte Carlo method

V. ReyS. KrumscheidF. Nobile

International Journal of Engineering Science. 2019. DOI : 10.1016/j.ijengsci.2019.02.003.

* MATHICSE Technical Report : Quantifying uncertainties in contact mechanics of rough surfaces using the Multilevel Monte Carlo method

V. ReyS. KrumscheidF. Nobile

2018

* MATHICSE Technical Report : A continuation-multilevel Monte Carlo evolutionary algorithm for robust aerodynamic shape design

M. PisaroniF. NobileP. Leyland

2018

* MATHICSE Technical Report : Analysis of stochastic gradient methods for PDE-constrained optimal control problems with uncertain parameters

M. MartinS. KrumscheidF. Nobile

2018

* MATHICSE Technical Report : Modelling spatially dependent functional data via regression with differential regularization

E. ArnoneL. AzzimontiF. NobileL. M. Sangalli

2018

* A theoretical study of COmpRessed SolvING for advection-diffusion-reaction problems

S. BrugiapagliaF. NobileS. MichelettiS. Perotto

Mathematics of Computation. 2018. DOI : 10.1090/mcom/3209.

* Sparse approximation of multilinear problems with applications to kernel-based methods in UQ

F. NobileR. TemponeS. Wolfers

Numerische Mathematik. 2018. DOI : 10.1007/s00211-017-0932-4.

* Uncertainty Quantification of geochemical and mechanical compaction in layered sedimentary basins

I. ColomboF. NobileG. PortaA. ScottiL. Tamellini

Computer Methods in Applied Mechanics and Engineering. 2018. DOI : 10.1016/j.cma.2017.08.049.

* Dual Dynamically Orthogonal approximation of incompressible Navier Stokes equations with random boundary conditions

E. MusharbashF. Nobile

Journal of Computational Physics. 2018. DOI : 10.1016/j.jcp.2017.09.061.

* Convergence analysis of Padé approximations for Helmholtz frequency response problems

F. BonizzoniF. NobileI. Perugia

ESAIM: Mathematical Modelling and Numerical Analysis. 2018. DOI : 10.1051/m2an/2017050.

* A Posteriori Error Estimation for the Stochastic Collocation Finite Element Method

D. S. GuignardF. Nobile

SIAM Journal on Numerical Analysis. 2018. DOI : 10.1137/17M1155454.

* Multilevel Monte Carlo Approximation of Functions

S. KrumscheidF. Nobile

SIAM/ASA Journal on Uncertainty Quantification. 2018. DOI : 10.1137/17M1135566.

* MATHICSE Technical Report : A posteriori error estimation for the stochastic collocation finite element method

D. S. GuignardF. Nobile

2017

* MATHICSE Technical Report : Multilevel ensemble Kalman filtering for spatio-temporal processes

A. ChernovH. A. HoelK. J. LawF. NobileR. Tempone

2017

* MATHICSE Technical Report : Multilevel weighted least squares polynomial approximation

A. L. Haji AliF. NobileR. TemponeS. Wolfers

2017

* MATHICSE Technical Report : Symplectic dynamical low rank approximation of wave equations with random parameters

E. MusharbashF. NobileE. Vidlicková

2017

* MATHICSE Technical Report : Quantifying uncertain system outputs via the multilevel Monte Carlo method – Part I: Central moment estimation

M. PisaroniS. KrumscheidF. Nobile

2017

* MATHICSE Technical Report : Continuation Multi-Level Monte-Carlo method for Uncertainty Quantification in Turbulent Compressible Aerodynamics Problems modeled by RANS

M. PisaroniF. NobileP. Leyland

2017

* MATHICSE Technical Report : Multilevel Monte Carlo approximation of functions

S. KrumscheidF. Nobile

2017

* On uncertainty quantification in hydrogeology and hydrogeophysics

N. LindeD. GinsbourgerJ. IrvingF. NobileA. Doucet

Advances in Water Resources. 2017. DOI : 10.1016/j.advwatres.2017.10.014.

* A Multilevel Monte Carlo Evolutionary Algorithm for Robust Aerodynamic Shape Design

M. PisaroniF. NobileP. Leyland

2017. 18th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference, Denver, Colorado, USA, 5-9 June 2017. DOI : 10.2514/6.2017-3329.

* A Continuation Multi Level Monte Carlo (C-MLMC) method for uncertainty quantification in compressible inviscid aerodynamics

M. PisaroniF. NobileP. Leyland

Computer Methods in Applied Mechanics and Engineering. 2017. DOI : 10.1016/j.cma.2017.07.030.

* Dynamical Low Rank approximation of PDEs with random parameters

E. Musharbash / F. Nobile (Dir.)

Lausanne, EPFL, 2017. DOI : 10.5075/epfl-thesis-7813.

* MATHICSE Technical Report : Dual dynamically orthogonal approximation of incompressible Navier Stokes equations with random boundary conditions

E. MusharbashF. Nobile

2017

* Multi Level Monte Carlo Methods for Uncertainty Quantification and Robust Design Optimization in Aerodynamics

M. Pisaroni / P. LeylandF. Nobile (Dir.)

Lausanne, EPFL, 2017. DOI : 10.5075/epfl-thesis-8082.

* A posteriori error estimation for the steady Navier-Stokes equations in random domains

D. S. GuignardF. NobileM. Picasso

Computer Methods in Applied Mechanics and Engineering. 2017. DOI : 10.1016/j.cma.2016.10.008.

* Discrete least-squares approximations over optimized downward closed polynomial spaces in arbitrary dimension

A. CohenG. MiglioratiF. Nobile

Constructive Approximation. 2017. DOI : 10.1007/s00365-017-9364-8.

* MATHICSE Technical Report : A continuation multi level Monte Carlo (C-MLMC) method for uncertainty quantification in compressible aerodynamics

M. PisaroniF. NobileP. Leyland

2016

* MATHICSE Technical Report :Convergence analysis of Padé approximations for Helmholtz frequency response problems

F. BonizzoniF. NobileI. Perugia

2016

* MATHICSE Technical Report : A posteriori error estimation for the steady Navier-Stokes equations in random domains

D. S. GuignardF. NobileM. Picasso

2016

* Multi-index Monte Carlo: when sparsity meets sampling

A.-L. Haji-AliF. NobileR. Tempone

Numerische Mathematik. 2016. DOI : 10.1007/s00211-015-0734-5.

* Multi-index stochastic collocation convergence rates for random PDEs with parametric regularity

A.-L. Haji-AliF. NobileL. TamelliniR. Tempone

Foundations of Computational Mathematics. 2016. DOI : 10.1007/s10208-016-9327-7.

* An Adaptive Sparse Grid Algorithm for Elliptic PDEs with Lognormal Diffusion Coefficient

F. NobileL. TamelliniF. TeseiR. Tempone

Sparse Grids and Applications - Stuttgart 2014; Berlin: Springer, 2016. p. 191 - 220.

* Numerical methods for random and stochastic partial differential equations

A. ChernovA. DebusscheF. Nobile

Stochastics and Partial Differential Equations Analysis and Computations. 2016. DOI : 10.1007/s40072-016-0073-2.

* Tensor train approximation of moment equations for elliptic equations with lognormal coefficient

F. BonizzoniF. NobileD. Kressner

Computer Methods in Applied Mechanics and Engineering. 2016. DOI : 10.1016/j.cma.2016.05.026.

* A posteriori error estimation for partial differential equations with random input data

D. S. Guignard / F. NobileM. Picasso (Dir.)

Lausanne, EPFL, 2016. DOI : 10.5075/epfl-thesis-7260.

* Numerical Approximation of Flows in Random Porous Media

F. Tesei / F. Nobile (Dir.)

Lausanne, EPFL, 2016. DOI : 10.5075/epfl-thesis-6860.

* Optimization of mesh hierarchies in multilevel Monte Carlo samplers

A.-L. Haji-AliF. NobileE. von SchwerinR. Tempone

Stochastic Partial Differential Equations: Analysis and Computations. 2016. DOI : 10.1007/s40072-015-0049-7.

* Analytic regularity and collocation approximation for elliptic PDEs with Random domain deformations

J. E. Castrillón-CandásF. NobileR. Tempone

Computers and Mathematics with Applications. 2016. DOI : 10.1016/j.camwa.2016.01.005.

* Efficient approximation of the contact area between rough surfaces

V. ReyJ.-F. MolinariG. AnciauxF. NobileS. Krumscheid

Engineering Mechanics Institute International Conference, Metz, France, October 25-27, 2016.

* A posteriori error estimations for elliptic partial differential equations with small uncertainties

D. S. GuignardF. NobileM. Picasso

Numerical Methods for Partial Differential Equations. 2016. DOI : 10.1002/num.21991.

* Convergence of quasi-optimal sparse-grid approximation of Hilbert-space-valued functions: application to random elliptic PDEs

F. NobileL. TamelliniR. Tempone

Numerische Mathematik. 2016. DOI : 10.1007/s00211-015-0773-y.

* Multi-index Stochastic Collocation for random PDEs

A.-L. Haji-AliF. NobileL. TamelliniR. Tempone

Computer Methods in Applied Mechanics and Engineering. 2016. DOI : 10.1016/j.cma.2016.03.029.

* A Multi Level Monte Carlo Algorithm for the Treatment of Geometrical and Operational Uncertainties in Internal and External Aerodynamics

M. PisaroniP. LeylandF. Nobile

2016. AIAA Aviation - 46th AIAA Fluid Dynamics Conference, Washington, D.C, 13-17 June 2016. DOI : 10.2514/6.2016-4398.

* MATHICSE Technical Report : Multi-index stochastic collocation convergence rates for random PDEs with parametric regularity

A. L. Haji AliF. NobileL. TamelliniR. Tempone

2015

* MATHICSE Technical Report : Discrete least-squares approximations over optimized downward closed polynomial spaces in arbitrary dimension

A. CohenG. MiglioratiF. Nobile

2015

* MATHICSE Technical Report : Multi-index stochastic collocation for random PDEs

A. L. Haji AliF. NobileL. TamelliniR. Tempone

2015

* MATHICSE Technical Report : A theoretical study of COmpRessed SolvING for advection-diffusion-reaction problems

S. BrugiapagliaF. NobileS. MichelettiS. Perotto

2015

* MATHICSE Technical Report : Convergence estimates in probability and in expectation for discrete least squares with noisy evaluations at random points

G. MiglioratiF. NobileR. Tempone

2015

* MATHICSE Technical Report : An adaptive sparse grid algorithm for elliptic PDEs with lognormal diffusion coefficient

F. NobileL. TamelliniF. TeseiR. Tempone

2015

* MATHICSE Technical Report : Analysis of discrete least squares on multivariate polynomial spaces with evaluations at low-discrepancy point sets

G. MiglioratiF. Nobile

2015

* Analysis and Computation of Hyperbolic PDEs with Random Data

M. MotamedF. NobileR. Tempone

Encyclopedia of Applied and Computational Mathematics; 2015. p. 51 - 58.

* Comparison of Clenshaw-Curtis and Leja Quasi-Optimal Sparse Grids for the Approximation of Random PDEs

F. NobileL. TamelliniR. Tempone

2015. International Conference on Spectral and High-Order Methods 2014 (ICOSAHOM'14), Salt Lake City, June 23-27, 2014. p. 475 - 482. DOI : 10.1007/978-3-319-19800-2_44.

* A Multi Level Monte Carlo Method with Control Variate for elliptic PDEs with log-normal coefficients

F. TeseiF. Nobile

Stochastic Partial Differential Equations: Analysis and Computations. 2015. DOI : 10.1007/s40072-015-0055-9.

* A continuation multilevel Monte Carlo algorithm

N. CollierA.-L. Haji-AliF. NobileE. von SchwerinR. Tempone

BIT Numerical Mathematics. 2015. DOI : 10.1007/s10543-014-0511-3.

* Discrete least squares polynomial approximation with random evaluations − application to parametric and stochastic elliptic PDEs

A. ChkifaA. CohenG. MiglioratiF. NobileR. Tempone

ESAIM: Mathematical Modelling and Numerical Analysis. 2015. DOI : 10.1051/m2an/2014050.

* Convergence estimates in probability and in expectation for discrete least squares with noisy evaluations at random points

G. MiglioratiF. NobileR. Tempone

Journal of Multivariate Analysis. 2015. DOI : 10.1016/j.jmva.2015.08.009.

* An effective algorithm for the generation of patient-specific Purkinje networks in computational electrocardiology

S. PalamaraC. VergaraE. FaggianoF. Nobile

Journal Of Computational Physics. 2015. DOI : 10.1016/j.jcp.2014.11.043.

* Analysis and computation of the elastic wave equation with random coefficients

M. MotamedF. NobileR. Tempone

Computers and Mathematics with Applications. 2015. DOI : 10.1016/j.camwa.2015.09.013.

* Analysis of discrete least squares on multivariate polynomial spaces with evaluations at low-discrepancy point sets

G. MiglioratiF. Nobile

Journal of Complexity. 2015. DOI : 10.1016/j.jco.2015.02.001.

* Numerical Mathematics and Advanced Applications - ENUMATH 2013

A. AbdulleS. DeparisD. KressnerF. NobileM. Picasso

2015

* Blood flow velocity field estimation via spatial regression with PDE penalization

L. AzzimontiL. M. SangalliP. SecchiM. DomaninF. Nobile

Journal of the American Statistical Association. 2015. DOI : 10.1080/01621459.2014.946036.

* Numerical Methods For Uncertainty Quantification

A. ChernovF. Nobile

International Journal For Uncertainty Quantification. 2015. DOI : 10.1615/Int.J.UncertaintyQuantification.2015014190.

* Low-rank tensor approximation for high-order correlation functions of Gaussian random fields

D. KressnerR. KumarF. NobileC. Tobler

SIAM/ASA Journal of Uncertainty Quantification. 2015. DOI : 10.1137/140968938.

* Error Analysis of the Dynamically Orthogonal Approximation of Time Dependent Random PDEs

E. MusharbashF. NobileT. Zhou

Siam Journal on Scientific Computing. 2015. DOI : 10.1137/140967787.

* Adaptive polynomial approximation by means of random discrete least squares

G. Migliorati

2015. ENUMATH 2013, Lausanne, August 26-30, 2013. p. 547 - 554. DOI : 10.1007/978-3-319-10705-9_54.

* MATHICSE Technical Report : A multi level Monte Carlo method with control variate for elliptic PDEs with log-normal coefficients

F. NobileF. Tesei

2014

* MATHICSE Technical Report : Discrete least squares polynomial approximation with random evaluations – application to parametric and stochastic elliptic PDES

A. ChkifaA. CohenG. MiglioratiF. NobileR. Tempone

2014

* MATHICSE Technical Report : Comparison of Clenshaw-Curtis and Leja quasi-optimal sparse grids for the approximation of random PDEs

F. NobileL. TamelliniR. Tempone

2014

* MATHICSE Technical Report : Tensor train approximation of moment equations for the log-normal Darcy problem

F. BonizzoniF. NobileD. Kressner

2014

* MATHICSE Technical Report : Convergence of quasi-optimal sparse grid approximation of Hilbert-valued functions: application to random elliptic PDEs

F. NobileL. TamelliniR. Tempone

2014

* MATHICSE Technical Report : A posteriori error estimations for elliptic partial differential equations with small uncertainties

D. S. GuignardF. NobileM. Picasso

2014

* MATHICSE Technical Report : Multi index Monte Carlo: when sparsity meets sampling

A. L. Haji AliF. NobileR. Tempone

2014

* MATHICSE Technical Report : Low-rank tensor approximation for high-order correlation functions of Gaussian random fields

D. KressnerR. KumarF. NobileC. Tobler

2014

* MATHICSE Technical Report : On the dynamically orthogonal approximation of time dependent random PDEs

E. MusharbashF. NobileT. Zhou

2014

* MATHICSE Technical Report : Optimization of mesh hierarchies in multilevel Monte Carlo samplers

A. L. Haji AliF. NobileE. G. B. Von SchwerinR. Tempone

2014

* MATHICSE Technical Report : A continuation multilevel Monte Carlo algorithm

N. CollierA. L. Haji AliF. NobileE. G. B. Von SchwerinR. Tempone

2014

* On the Connection between the Hamilton-Jacobi-Bellman and the Fokker-Planck Control Frameworks

M. AnnunziatoA. BorzìF. NobileR. Tempone

Applied Mathematics. 2014. DOI : 10.4236/am.2014.516239.

* Computational generation of the Purkinje network driven by clinical measurements: The case of pathological propagations

S. PalamaraC. VergaraD. CatanzaritiE. FaggianoC. Pangrazzi  et al.

International Journal for Numerical Methods in Biomedical Engineering. 2014. DOI : 10.1002/cnm.2689.

* Mixed Finite Elements for spatial regression with PDE penalization

L. AzzimontiF. NobileL. M. SangalliP. Secchi

SIAM/ASA Journal on Uncertainty Quantification. 2014. DOI : 10.1137/130925426.

* Convergence of quasi-optimal Stochastic Galerkin methods for a class of PDES with random coefficients

J. BeckF. NobileL. TamelliniR. Tempone

Computers and Mathematics with Applications. 2014. DOI : 10.1016/j.camwa.2013.03.004.

* Perturbation analysis for the Darcy problem with log-normal permeability

F. BonizzoniF. Nobile

SIAM/ASA Journal on Uncertainty Quantification. 2014. DOI : 10.1137/130949415.

* Inexact accurate partitioned algorithms for fluid-structure interaction problems with finite elasticity in haemodynamics

F. NobileM. PozzoliC. Vergara

Journal of Computational Physics. 2014. DOI : 10.1016/j.jcp.2014.05.020.

* Analysis of Discrete L2 Projection on Polynomial Spaces with Random Evaluations

G. MiglioratiF. NobileE. von SchwerinR. Tempone

Foundations of Computational Mathematics. 2014. DOI : 10.1007/s10208-013-9186-4.

* Moment equations for the mixed formulation of the Hodge Laplacian with stochastic loading term

F. BonizzoniA. BuffaF. Nobile

IMA Journal of Numerical Analysis. 2014. DOI : 10.1093/imanum/drt041.

* Patient-specific generation of the Purkinje network driven by clinical measurements of a normal propagation

C. VergaraS. PalamaraD. CatanzaritiF. NobileE. Faggiano  et al.

Medical & Biological Engineering & Computing. 2014. DOI : 10.1007/s11517-014-1183-5.

* A quasi-optimal sparse grids procedure for groundwater flows

J. BeckF. NobileL. TamelliniR. Tempone

2014. International Conference on Spectral and High-Order Methods 2012 (ICOSAHOM'12), Gammarth, Tunisia, June 25-29, 2012. p. 1 - 16. DOI : 10.1007/978-3-319-01601-6_1.

* MATHICSE Technical Report : Analytic regularity and collocation approximation for PDEs with random domain deformations

J. E. Castrillon-CandasF. NobileR. F. Tempone

2013

* MATHICSE Technical Report : Perturbation analysis for the Darcy problem with log-normal permeability

F. BonizzoniF. Nobile

2013

* A stochastic collocation method for the second order wave equation with a discontinuous random speed

M. MotamedF. NobileR. Tempone

Numerische Mathematik. 2013. DOI : 10.1007/s00211-012-0493-5.

* Approximation of Quantities of Interest in Stochastic PDEs by the Random Discrete $L^2$ Projection on Polynomial Spaces

G. MiglioratiF. NobileE. Von SchwerinR. Tempone

SIAM Journal on Scientific Computing. 2013. DOI : 10.1137/120897109.

* Time accurate partitioned algorithms for the solution of fluid-structure interaction problems in haemodynamics

F. NobileM. PozzoliC. Vergara

Computers & Fluids. 2013. DOI : 10.1016/j.compfluid.2013.07.031.

* MATHICSE Technical Report : A quasi-optimal sparse grids procedure for groundwater flows

J. BeckF. NobileL. TamelliniR. Tempone

2012

* MATHICSE Technical Report : Analysis and computation of the elastic wave equation with random coefficients

M. MotamedF. NobileR. Tempone

2012

* MATHICSE Technical Report : Moment equations for the mixed formulation of the Hodge Laplacian with stochastic data

F. BonizzoniA. BuffaF. Nobile

2012

* MATHICSE Technical Report : Convergence of quasi-optimal stochastic Galerkin methods for a class of PDES with random coefficients

J. BeckF. NobileL. TamelliniR. Tempone

2012

* MATHICSE Technical Report : Sparse spectral approximations for computing polynomial functionals

E. FaouF. NobileC. Vuillot

2012

* MATHICSE Technical Report : Time accurate partitioned\ algorithms for the solution of fluid-structure\ interaction problems in haemodynamics

F. NobileM. PozzoliC. Vergara

2012

* Sparse spectral approximations for computing polynomial functionals

E. FaouF. NobileC. Vuillot

2012

* An active strain electromechanical model for cardiac tissue

F. NobileA. QuarteroniR. Ruiz-Baier

International Journal for Numerical Methods in Biomedical Engineering. 2012. DOI : 10.1002/cnm.1468.

* Partitioned Algorithms for Fluid-Structure Interaction Problems in Haemodynamics

F. NobileC. Vergara

Milan Journal Of Mathematics. 2012. DOI : 10.1007/s00032-012-0194-7.

* On the optimal polynomial approximation of stochastic PDEs by Galerkin and Collocation methods

J. BeckF. NobileL. TamelliniR. Tempone

Mathematical Models and Methods in Applied Sciences (M3AS). 2012. DOI : 10.1142/S0218202512500236.

* MATHICSE Technical Report : Analysis of the discrete $L^2$ projection on polynomial spaces with random evaluations

G. MiglioratiF. NobileE. G. B. Von SchwerinR. Tempone

2011

* MATHICSE Technical Report : A stochastic collocation method for the second order wave equation with a discontiuous random speed

M. MotamedF. NobileR. Tempone

2011

* Stochastic spectral Galerkin and collocation methods for PDEs with random coefficients: a numerical comparison

F. NobileJ. BackL. TamelliniR. Tempone

Spectral and high order methods for partial differential equations : selected papers from the ICOSAHOM ’09 Conference, June 22-26, Trondheim, Norway; Berlin: Springer, 2011. p. 43 - 62.

* A posteriori error estimator for model adaptivity in electrocardiology

L. MirabellaF. NobileA. Veneziani

Computer Methods In Applied Mechanics And Engineering. 2011. DOI : 10.1016/j.cma.2010.03.009.

* Implementation of optimal Galerkin and Collocation approximations of PDEs with Random Coefficients

J. BackF. NobileL. TamelliniR. Tempone

ESAIM Proceedings. 2011. DOI : 10.1051/proc/201133002.

* Trends in biomedical engineering: focus on Patient Specific Modeling and Life Support Systems

G. DubiniD. AmbrosiP. BagnoliF. BoschettiE. G. Caiani  et al.

Journal Of Applied Biomaterials & Biomechanics. 2011. DOI : 10.5301/JABB.2011.8585.

* Electromechanical Coupling In Cardiac Dynamics: The Active Strain Approach

D. AmbrosiG. ArioliF. NobileA. Quarteroni

Siam Journal On Applied Mathematics. 2011. DOI : 10.1137/100788379.

* Mathematical modelling for the evolution of aeolian dunes formed by a mixture of sands: entrainment-deposition formulation

M. PischiuttaL. FormaggiaF. Nobile

Communications in Applied and Industrial Mathematics. 2011. DOI : 10.1685/journal.caim.377.

* A Stochastic Collocation Method for Elliptic Partial Differential Equations with Random Input Data

F. NobileI. BabuskaR. Tempone

Siam Review. 2010. DOI : 10.1137/100786356.

* Analysis And Optimization Of Robin-Robin Partitioned Procedures In Fluid-Structure Interaction Problems

L. Gerardo-GiordaF. NobileC. Vergara

Siam Journal On Numerical Analysis. 2010. DOI : 10.1137/09076605X.

* Robin-Robin preconditioned Krylov methods for fluid-structure interaction problems

S. BadiaF. NobileC. Vergara

Computer Methods In Applied Mechanics And Engineering. 2009. DOI : 10.1016/j.cma.2009.04.004.

* Analysis and implementation issues for the numerical approximation of parabolic equations with random coefficients

F. NobileR. Tempone

International Journal For Numerical Methods In Engineering. 2009. DOI : 10.1002/nme.2656.

* A model-based block-triangular preconditioner for the Bidomain system in electrocardiology

L. Gerardo-GiordaL. MirabellaF. NobileM. PeregoA. Veneziani

Journal Of Computational Physics. 2009. DOI : 10.1016/j.jcp.2009.01.034.

* Coupling strategies for the numerical simulation of blood flow in deformable arteries by 3D and 1D models

F. Nobile

Mathematical and Computer Modelling. 2009. DOI : 10.1016/j.mcm.2008.07.019.

* A sparse grid stochastic collocation method for partial differential equations with random input data

F. NobileR. TemponeC. G. Webster

Siam Journal On Numerical Analysis. 2008. DOI : 10.1137/060663660.

* An effective fluid-structure interaction formulation for vascular dynamics by generalized Robin conditions

F. NobileC. Vergara

Siam Journal On Scientific Computing. 2008. DOI : 10.1137/060678439.

* An anisotropic sparse grid stochastic collocation method for partial differential equations with random input data

F. NobileR. TemponeC. G. Webster

Siam Journal On Numerical Analysis. 2008. DOI : 10.1137/070680540.

* A systematic approach to model validation based on Bayesian updates and prediction related rejection criteria

I. BabuškaF. NobileR. Tempone

Computer Methods in Applied Mechanics and Engineering. 2008. DOI : 10.1016/j.cma.2007.08.031.

* Fluid-structure partitioned procedures based on Robin transmission conditions

S. BadiaF. NobileC. Vergara

Journal Of Computational Physics. 2008. DOI : 10.1016/j.jcp.2008.04.006.

* Formulation of the static frame problem

I. BabuskaF. NobileR. Tempone

Computer Methods In Applied Mechanics And Engineering. 2008. DOI : 10.1016/j.cma.2007.12.010.

* A stochastic collocation method for elliptic partial differential equations with random input data

I. BabuskaF. NobileR. Tempone

Siam Journal On Numerical Analysis. 2007. DOI : 10.1137/050645142.

* Reliability of computational science

I. BabuskaF. NobileR. Tempone

Numerical Methods For Partial Differential Equations. 2007. DOI : 10.1002/num.20263.

* On the stability of the coupling of 3d and 1d fluid-structure interaction models for blood flow simulations

L. FormaggiaA. MouraF. Nobile

Esaim-Mathematical Modelling And Numerical Analysis-Modelisation Mathematique Et Analyse Numerique. 2007. DOI : 10.1051/m2an:2007039.

* Worst-case scenario analysis for elliptic PDEs with uncertainty

I. BabuskaF. NobileR. Tempone

2005. EURODYN, Paris, September 4-7, 2005. p. 889 - 894.

* Theory and methodology for estimation and control of errors due to modeling, approximation, and uncertainty

I. BabuskaF. NobileY. S. FengR. TemponeJ. T. Oden

Computer Methods In Applied Mechanics And Engineering. 2005. DOI : 10.1016/j.cma.2003.06.003.

* Added-mass effect in the design of partitioned algorithms for fluid-structure problems

J. F. GerbeauF. NobileP. Causin

Computer Methods In Applied Mechanics And Engineering. 2005. DOI : 10.1016/j.cma.2004.12.005.

* Worst case scenario analysis for elliptic problems with uncertainty

F. NobileR. TemponeI. Babuska

Numerische Mathematik. 2005. DOI : 10.1007/s00211-005-0601-x.

* Stability analysis of second-order time accurate schemes for ALE-FEM

F. NobileL. Formaggia

Computer Methods In Applied Mechanics And Engineering. 2004. DOI : 10.1016/j.cma.2003.09.028.

* Analysis of a subdomain-based error estimator for finite element approximations of elliptic problems

S. PrudhommeF. NobileL. ChamoinJ. T. Oden

Numerical Methods for Partial Differential Equations. 2004. DOI : 10.1002/num.10082.

* Acceleration of a fixed point algorithm for fluid-structure interaction using transpiration conditions

S. DeparisM. A. FernándezL. FormaggiaF. Nobile

2003. Second MIT conference on Computational Fluid and Solid Mechanics, MIT, Cambridge MA, USA.

* Modified fixed point algorithm in fluid–structure interaction

S. DeparisM. A. FernándezL. FormaggiaF. Nobile

Comptes rendus Mecanique. 2003. DOI : 10.1016/S1631-0721(03)00119-0.

* A posteriori error estimates for the finite element approximation of the Stokes problem

F. Nobile

TICAM Report 03-13. 2003.

* A one-dimensional model for blood flow: Application to vascular prosthesis

L. FormaggiaF. NobileA. Quarteroni

2002. p. 137 - 153. DOI : 10.1007/978-3-642-56288-4_10.

* Numerical treatment of defective boundary conditions for the Navier-Stokes equations

L. FormaggiaJ. F. GerbeauF. NobileA. Quarteroni

SIAM Journal on Numerical Analysis. 2002. DOI : 10.1137/S003614290038296X.

* On the coupling of 3D and 1D Navier-Stokes equations for flow problems in compliant vessels

L. FormaggiaJ. F. GerbeauF. NobileA. Quarteroni

Computer Methods in Applied Mechanics and Engineering. 2001. DOI : 10.1016/S0045-7825(01)00302-4.

* Advances on numerical modelling of blood flow problems

L. FormaggiaF. Nobile

2001. ECCOMAS 2000.

* Numerical approximation of fluid-structure interaction problems with application to haemodynamics

F. Nobile / A. Quarteroni (Dir.)

Lausanne, EPFL, 2001. DOI : 10.5075/epfl-thesis-2458.

* Fluid structure interaction in blood flow problems

A. VenezianiF. Nobile

1999. GAMM meeting, Bremen, 1998. p. S255 - S258. DOI : 10.1002/zamm.19990791367.

* A Stability Analysis for the Arbitrary Lagrangian Eulerian Formulation with Finite Elements

F. NobileL. Formaggia

East-West Journal of Numerical Mathematics. 1999.

* Multiscale modelling of the circulatory system: a preliminary analysis

L. FormaggiaF. NobileA. QuarteroniA. Veneziani

1999. p. 75 - 83. DOI : 10.1007/s007910050030.

PhD Students

Noé Stauffer, Riccardo Saporiti, Veronica Montanaro, Thomas Simon Spencer Trigo Trindade, Matteo Raviola, Eliott Van Dieren, Fabio Zoccolan, Giacomo Mossinelli, Francesca Bettinelli

Past EPFL PhD Students

Diane Sylvie Guignard, Francesco Tesei, Eleonora Musharbash, Matthieu Claude Martin, Davide Pradovera, Sundar Subramaniam Ganesh, Eva Vidlicková, Juan Pablo Madrigal Cianci, Andrea Zanoni

Michele Pisaroni

Courses

Advanced analysis II - vector analysis

MATH-105(a)

The course studies fundamental concepts of analysis and the calculus of functions of several variables.

Numerical integration of stochastic differential equations

MATH-450

In this course we will introduce and study numerical integrators for stochastic differential equations. These numerical methods are important for many applications.

Stochastic simulation

MATH-414

The student who follows this course will get acquainted with computational tools used to analyze systems with uncertainty arising in engineering, physics, chemistry, and economics. Focus will be on sampling methods as Monte Carlo, quasi Monte Carlo, Markov Chain Monte Carlo.