Hans De Sterck

Orcid: 0000-0002-1641-932X

According to our database1, Hans De Sterck authored at least 89 papers between 2003 and 2024.

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Bibliography

2024
Multilevel Monte Carlo Methods for Stochastic Convection-Diffusion Eigenvalue Problems.
J. Sci. Comput., June, 2024

Anderson Acceleration as a Krylov Method with Application to Convergence Analysis.
J. Sci. Comput., April, 2024

New SISC Section on Scientific Machine Learning.
SIAM J. Sci. Comput., February, 2024

MGProx: A Nonsmooth Multigrid Proximal Gradient Method with Adaptive Restriction for Strongly Convex Optimization.
SIAM J. Optim., 2024

Stochastic Reinforcement Learning with Stability Guarantees for Control of Unknown Nonlinear Systems.
CoRR, 2024

Parallel-in-time solution of hyperbolic PDE systems via characteristic-variable block preconditioning.
CoRR, 2024

Sum-of-norms regularized Nonnegative Matrix Factorization.
CoRR, 2024

First-order PDES for Graph Neural Networks: Advection And Burgers Equation Models.
CoRR, 2024

Parallel-in-time solution of scalar nonlinear conservation laws.
CoRR, 2024

2023
Fast Multigrid Reduction-in-Time for Advection via Modified Semi-Lagrangian Coarse-Grid Operators.
SIAM J. Sci. Comput., August, 2023

Efficient Multigrid Reduction-in-Time for Method-of-Lines Discretizations of Linear Advection.
J. Sci. Comput., July, 2023

Enhancing reproducibility of research papers in SISC, JSC and JCP.
J. Comput. Phys., July, 2023

Special Section: 2021 Copper Mountain Conference.
SIAM J. Sci. Comput., June, 2023

Correction to: Enhancing Reproducibility of Research Papers in SISC, JSC and JCP.
J. Sci. Comput., June, 2023

High-Order CENO Finite-Volume Scheme with Anisotropic Adaptive Mesh Refinement: Efficient Inexact Newton Method for Steady Three-Dimensional Flows.
J. Sci. Comput., February, 2023

On the convergence of restarted Anderson acceleration for symmetric linear systems.
CoRR, 2023

Fast Multipole Attention: A Divide-and-Conquer Attention Mechanism for Long Sequences.
CoRR, 2023

2022
Linear Asymptotic Convergence of Anderson Acceleration: Fixed-Point Analysis.
SIAM J. Matrix Anal. Appl., December, 2022

Fast Solution of Fully Implicit Runge-Kutta and Discontinuous Galerkin in Time for Numerical PDEs, Part I: the Linear Setting.
SIAM J. Sci. Comput., 2022

Efficient Algebraic Multigrid Methods for Multilevel Overlapping Coclustering of User-Item Relationships.
INFORMS J. Comput., 2022

Downlink Compression Improves TopK Sparsification.
CoRR, 2022

Multigrid reduction-in-time convergence for advection problems: A Fourier analysis perspective.
CoRR, 2022

Neural Lyapunov Control of Unknown Nonlinear Systems with Stability Guarantees.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

2021
On the Asymptotic Linear Convergence Speed of Anderson Acceleration, Nesterov Acceleration, and Nonlinear GMRES.
SIAM J. Sci. Comput., 2021

Local Fourier Analysis of Multigrid for Hybridized and Embedded Discontinuous Galerkin Methods.
SIAM J. Sci. Comput., 2021

Optimizing multigrid reduction-in-time and Parareal coarse-grid operators for linear advection.
Numer. Linear Algebra Appl., 2021

On the Asymptotic Linear Convergence Speed of Anderson Acceleration Applied to ADMM.
J. Sci. Comput., 2021

Anderson Acceleration as a Krylov Method with Application to Asymptotic Convergence Analysis.
CoRR, 2021

Fast parallel solution of fully implicit Runge-Kutta and discontinuous Galerkin in time for numerical PDEs, Part I: the linear setting.
CoRR, 2021

Nonnegative Unimodal Matrix Factorization.
Proceedings of the IEEE International Conference on Acoustics, 2021

2020
Convergence analysis for parallel-in-time solution of hyperbolic systems.
Numer. Linear Algebra Appl., 2020

Nesterov acceleration of alternating least squares for canonical tensor decomposition: Momentum step size selection and restart mechanisms.
Numer. Linear Algebra Appl., 2020

N-ODE Transformer: A Depth-Adaptive Variant of the Transformer Using Neural Ordinary Differential Equations.
CoRR, 2020

Quantifying the asymptotic linear convergence speed of Anderson Acceleration applied to ADMM.
CoRR, 2020

2019
Parallel-In-Time Multigrid with Adaptive Spatial Coarsening for The Linear Advection and Inviscid Burgers Equations.
SIAM J. Sci. Comput., 2019

High-Order Finite-Volume Method with Block-Based AMR for Magnetohydrodynamics Flows.
J. Sci. Comput., 2019

Optimizing MGRIT and Parareal coarse-grid operators for linear advection.
CoRR, 2019

2018
Research and Education in Computational Science and Engineering.
SIAM Rev., 2018

Nonlinearly preconditioned L-BFGS as an acceleration mechanism for alternating least squares with application to tensor decomposition.
Numer. Linear Algebra Appl., 2018

Analytic models for SIR disease spread on random spatial networks.
J. Complex Networks, 2018

2017
Efficient parameter learning of Bayesian network classifiers.
Mach. Learn., 2017

2016
Special Section on Two Themes: CSE Software and Big Data in CSE.
SIAM J. Sci. Comput., 2016

Nonlinearly Preconditioned Optimization on Grassmann Manifolds for Computing Approximate Tucker Tensor Decompositions.
SIAM J. Sci. Comput., 2016

Research and Education in Computational Science and Engineering.
CoRR, 2016

The Statistical Mechanics of Human Weight Change.
CoRR, 2016

GeoTextTagger: High-Precision Location Tagging of Textual Documents using a Natural Language Processing Approach.
CoRR, 2016

A hierarchy of linear threshold models for the spread of political revolutions on social networks.
J. Complex Networks, 2016

A polynomial expansion line search for large-scale unconstrained minimization of smooth <i>L</i><sub>2</sub>-regularized loss functions, with implementation in Apache Spark.
Proceedings of the 2016 SIAM International Conference on Data Mining, 2016

2015
A nonlinearly preconditioned conjugate gradient algorithm for rank-<i>R</i> canonical tensor approximation.
Numer. Linear Algebra Appl., 2015

High-order central ENO finite-volume scheme for hyperbolic conservation laws on three-dimensional cubed-sphere grids.
J. Comput. Phys., 2015

A polynomial expansion line search for large-scale unconstrained minimization of smooth L2-regularized loss functions, with implementation in Apache Spark.
CoRR, 2015

Algorithmic Acceleration of Parallel ALS for Collaborative Filtering: Speeding up Distributed Big Data Recommendation in Spark.
Proceedings of the 21st IEEE International Conference on Parallel and Distributed Systems, 2015

2014
Cluster Newton Method for Sampling Multiple Solutions of Underdetermined Inverse Problems: Application to a Parameter Identification Problem in Pharmacokinetics.
SIAM J. Sci. Comput., 2014

The Arab Spring: A simple compartmental model for the dynamics of a revolution.
Math. Soc. Sci., 2014

A Nonlinearly Preconditioned Conjugate Gradient Algorithm for Rank-R Canonical Tensor Approximation.
CoRR, 2014

The influence of societal individualism on a century of tobacco use: modelling the prevalence of smoking.
CoRR, 2014

2013
An Adaptive Algebraic Multigrid Algorithm for Low-Rank Canonical Tensor Decomposition.
SIAM J. Sci. Comput., 2013

Steepest descent preconditioning for nonlinear GMRES optimization.
Numer. Linear Algebra Appl., 2013

High-order central ENO finite-volume scheme for ideal MHD.
J. Comput. Phys., 2013

Multi-dimensional finite-volume scheme for hyperbolic conservation laws on three-dimensional solution-adaptive cubed-sphere grids.
J. Comput. Phys., 2013

2012
A Self-Learning Algebraic Multigrid Method for Extremal Singular Triplets and Eigenpairs.
SIAM J. Sci. Comput., 2012

A Nonlinear GMRES Optimization Algorithm for Canonical Tensor Decomposition.
SIAM J. Sci. Comput., 2012

2011
HBaseSI: Multi-row Distributed Transactions with Global Strong Snapshot Isolation on Clouds.
Scalable Comput. Pract. Exp., 2011

Fast multilevel methods for Markov chains.
Numer. Linear Algebra Appl., 2011

Augmented high order finite volume element method for elliptic PDEs in non-smooth domains: Convergence study.
J. Comput. Appl. Math., 2011

Iterant recombination with one-norm minimization for multilevel Markov chain algorithms via the ellipsoid method.
Comput. Vis. Sci., 2011

Multilevel Aggregation Methods for Small-World Graphs with Application to Random-Walk Ranking.
Comput. Informatics, 2011

Top-level acceleration of adaptive algebraic multilevel methods for steady-state solution to Markov chains.
Adv. Comput. Math., 2011

2010
Recursively Accelerated Multilevel Aggregation for Markov Chains.
SIAM J. Sci. Comput., 2010

Algebraic Multigrid for Markov Chains.
SIAM J. Sci. Comput., 2010

Smoothed Aggregation Multigrid for Markov Chains.
SIAM J. Sci. Comput., 2010

Multilevel Space-Time Aggregation for Bright Field Cell Microscopy Segmentation and Tracking.
Int. J. Biomed. Imaging, 2010

Parallel hyperbolic PDE simulation on clusters: Cell versus GPU.
Comput. Phys. Commun., 2010

Supporting multi-row distributed transactions with global snapshot isolation using bare-bones HBase.
Proceedings of the 2010 11th IEEE/ACM International Conference on Grid Computing, 2010

CloudBATCH: A Batch Job Queuing System on Clouds with Hadoop and HBase.
Proceedings of the Cloud Computing, Second International Conference, 2010

2009
Case Study of Scientific Data Processing on a Cloud Using Hadoop.
Proceedings of the High Performance Computing Systems and Applications, 2009

Hybrid MPI-Cell Parallelism for Hyperbolic PDE Simulation on a Cell Processor Cluster.
Proceedings of the High Performance Computing Systems and Applications, 2009

CloudWF: A Computational Workflow System for Clouds Based on Hadoop.
Proceedings of the Cloud Computing, First International Conference, CloudCom 2009, Beijing, 2009

2008
Multilevel Adaptive Aggregation for Markov Chains, with Application to Web Ranking.
SIAM J. Sci. Comput., 2008

Efficiency-based <i>h</i>- and <i>hp</i>-refinement strategies for finite element methods.
Numer. Linear Algebra Appl., 2008

Distance-two interpolation for parallel algebraic multigrid.
Numer. Linear Algebra Appl., 2008

2007
Critical Point Analysis of Transonic Flow Profiles with Heat Conduction.
SIAM J. Appl. Dyn. Syst., 2007

Database-Driven Grid Computing with GridBASE.
Proceedings of the 21st International Conference on Advanced Information Networking and Applications (AINA 2007), 2007

Database-Driven Grid Computing and Distributed Web Applications: A Comparison.
Proceedings of the Grid Computing for Bioinformatics and Computational Biology, 2007

2006
Reducing Complexity in Parallel Algebraic Multigrid Preconditioners.
SIAM J. Matrix Anal. Appl., 2006

2005
Numerical Conservation Properties of H(div)-Conforming Least-Squares Finite Element Methods for the Burgers Equation.
SIAM J. Sci. Comput., 2005

A Lightweight, Scalable Grid Computing Framework for Parallel Bioinformatics Applications.
Proceedings of the 19th Annual International Symposium on High Performance Computing Systems and Applications (HPCS 2005), 2005

2004
Least-Squares Finite Element Methods and Algebraic Multigrid Solvers for Linear Hyperbolic PDEs.
SIAM J. Sci. Comput., 2004

2003
A Lightweight Java Taskspaces Framework for Scientific Computing on Computational Grids.
Proceedings of the 2003 ACM Symposium on Applied Computing (SAC), 2003


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