Thomas Y. Hou

Affiliations:
  • Caltech, Computing & Mathematical Sciences Department, Pasadena, CA, USA


According to our database1, Thomas Y. Hou authored at least 75 papers between 1991 and 2024.

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Bibliography

2024
On the expressiveness and spectral bias of KANs.
CoRR, 2024

Nearly self-similar blowup of generalized axisymmetric Navier-Stokes and Boussinesq equations.
CoRR, 2024

KAN: Kolmogorov-Arnold Networks.
CoRR, 2024

2023
Potentially Singular Behavior of the 3D Navier-Stokes Equations.
Found. Comput. Math., December, 2023

Potential Singularity of the 3D Euler Equations in the Interior Domain.
Found. Comput. Math., December, 2023

Exponentially Convergent Multiscale Methods for 2D High Frequency Heterogeneous Helmholtz Equations.
Multiscale Model. Simul., September, 2023

Potential Singularity Formation of Incompressible Axisymmetric Euler Equations with Degenerate Viscosity Coefficients.
Multiscale Model. Simul., March, 2023

Stable nearly self-similar blowup of the 2D Boussinesq and 3D Euler equations with smooth data II: Rigorous Numerics.
CoRR, 2023

2022
Multiscale Elliptic PDE Upscaling and Function Approximation via Subsampled Data.
Multiscale Model. Simul., 2022

Potential Singularity of the Axisymmetric Euler Equations with C<sup>α</sup> Initial Vorticity for A Large Range of α. Part I: the 3-Dimensional Case.
CoRR, 2022

Exponentially Convergent Multiscale Finite Element Method.
CoRR, 2022

Fourier Continuation for Exact Derivative Computation in Physics-Informed Neural Operators.
CoRR, 2022

2021
Exponential Convergence for Multiscale Linear Elliptic PDEs via Adaptive Edge Basis Functions.
Multiscale Model. Simul., 2021

Asymptotic Escape of Spurious Critical Points on the Low-rank Matrix Manifold.
CoRR, 2021

The nearly singular behavior of the 3D Navier-Stokes equations.
CoRR, 2021

Exponentially convergent multiscale methods for high frequency heterogeneous Helmholtz equations.
CoRR, 2021

Potential Singularity Formation of 3D Axisymmetric Navier-Stokes Equations with Degenerate Variable Diffusion Coefficients.
CoRR, 2021

Multiscale Invertible Generative Networks for High-Dimensional Bayesian Inference.
Proceedings of the 38th International Conference on Machine Learning, 2021

2020
Analysis of Asymptotic Escape of Strict Saddle Sets in Manifold Optimization.
SIAM J. Math. Data Sci., 2020

Fast Global Convergence for Low-rank Matrix Recovery via Riemannian Gradient Descent with Random Initialization.
CoRR, 2020

Multiscale Elliptic PDEs Upscaling and Function Approximation via Subsampled Data.
CoRR, 2020

2019
Formation of Finite-Time Singularities in the 3D Axisymmetric Euler Equations: A Numerics Guided Study.
SIAM Rev., 2019

A Model Reduction Method for Multiscale Elliptic Pdes with Random Coefficients Using an Optimization Approach.
Multiscale Model. Simul., 2019

A Fast Hierarchically Preconditioned Eigensolver Based on Multiresolution Matrix Decomposition.
Multiscale Model. Simul., 2019

The subsampled Poincar\' e inequality for functional recovery.
CoRR, 2019

A class of robust numerical methods for solving dynamical systems with multiple time scales.
CoRR, 2019

2018
An Adaptive Fast Solver for a General Class of Positive Definite Matrices Via Energy Decomposition.
Multiscale Model. Simul., 2018

Potential Singularity for a Family of Models of the Axisymmetric Incompressible Flow.
J. Nonlinear Sci., 2018

2017
Exploring the Locally Low Dimensional Structure in Solving Random Elliptic PDEs.
Multiscale Model. Simul., 2017

A Sparse Decomposition of Low Rank Symmetric Positive Semidefinite Matrices.
Multiscale Model. Simul., 2017

An iteratively adaptive multi-scale finite element method for elliptic PDEs with rough coefficients.
J. Comput. Phys., 2017

Sparse Time-Frequency Decomposition for Multiple Signals with Same Frequencies.
Adv. Data Sci. Adapt. Anal., 2017

2016
An Accelerated Method for Nonlinear Elliptic PDE.
J. Sci. Comput., 2016

Adaptive multiscale model reduction with Generalized Multiscale Finite Element Methods.
J. Comput. Phys., 2016

2015
A Multiscale Data-Driven Stochastic Method for Elliptic PDEs with Random Coefficients.
Multiscale Model. Simul., 2015

On the Uniqueness of Sparse Time-Frequency Representation of Multiscale Data.
Multiscale Model. Simul., 2015

Sparse + low-energy decomposition for viscous conservation laws.
J. Comput. Phys., 2015

A heterogeneous stochastic FEM framework for elliptic PDEs.
J. Comput. Phys., 2015

Extracting a shape function for a signal with intra-wave frequency modulation.
CoRR, 2015

2014
Extraction of Intrawave Signals Using the Sparse Time-Frequency Representation Method.
Multiscale Model. Simul., 2014

Toward the Finite-Time Blowup of the 3D Axisymmetric Euler Equations: A Numerical Investigation.
Multiscale Model. Simul., 2014

2013
A Data-Driven Stochastic Method for Elliptic PDEs with Random Coefficients.
SIAM/ASA J. Uncertain. Quantification, 2013

Multiscale modeling of incompressible turbulent flows.
J. Comput. Phys., 2013

Generalized multiscale finite element methods (GMsFEM).
J. Comput. Phys., 2013

A dynamically bi-orthogonal method for time-dependent stochastic partial differential equations I: Derivation and algorithms.
J. Comput. Phys., 2013

A dynamically bi-orthogonal method for time-dependent stochastic partial differential equations II: Adaptivity and generalizations.
J. Comput. Phys., 2013

Convergence of a data-driven time-frequency analysis method
CoRR, 2013

Sparse Time Frequency Representations and Dynamical Systems.
CoRR, 2013

Sparse Time-Frequency decomposition by adaptive basis pursuit.
CoRR, 2013

2011
Introduction.
Adv. Data Sci. Adapt. Anal., 2011

Adaptive Data Analysis via Sparse Time-Frequency Representation.
Adv. Data Sci. Adapt. Anal., 2011

2009
A Variant of the EMD Method for Multi-Scale Data.
Adv. Data Sci. Adapt. Anal., 2009

2008
Multiscale Analysis and Computation for the Three-Dimensional Incompressible Navier-Stokes Equations.
Multiscale Model. Simul., 2008

Removing the stiffness of elastic force from the immersed boundary method for the 2D Stokes equations.
J. Comput. Phys., 2008

An efficient semi-implicit immersed boundary method for the Navier-Stokes equations.
J. Comput. Phys., 2008

2007
Mathematical modeling and simulation of aquatic and aerial animal locomotion.
J. Comput. Phys., 2007

Computing nearly singular solutions using pseudo-spectral methods.
J. Comput. Phys., 2007

2006
Preconditioning Markov Chain Monte Carlo Simulations Using Coarse-Scale Models.
SIAM J. Sci. Comput., 2006

On Global Well-Posedness of the Lagrangian Averaged Euler Equations.
SIAM J. Math. Anal., 2006

A Framework for Modeling Subgrid Effects for Two-Phase Flows in Porous Media.
Multiscale Model. Simul., 2006

Dynamic Depletion of Vortex Stretching and Non-Blowup of the 3-D Incompressible Euler Equations.
J. Nonlinear Sci., 2006

A pseudo-spectral multiscale method: Interfacial conditions and coarse grid equations.
J. Comput. Phys., 2006

Wiener Chaos expansions and numerical solutions of randomly forced equations of fluid mechanics.
J. Comput. Phys., 2006

Accurate multiscale finite element methods for two-phase flow simulations.
J. Comput. Phys., 2006

Coarse-gradient Langevin algorithms for dynamic data integration and uncertainty quantification.
J. Comput. Phys., 2006

2005
Special Section on Multiscale Modeling in Materials and Life Sciences.
Multiscale Model. Simul., 2005

Special Issue on Multiscale Modeling in Biology.
Multiscale Model. Simul., 2005

2003
A mixed multiscale finite element method for elliptic problems with oscillating coefficients.
Math. Comput., 2003

2001
A new stabilizing technique for boundary integral methods for water waves.
Math. Comput., 2001

2000
Convergence of a Nonconforming Multiscale Finite Element Method.
SIAM J. Numer. Anal., 2000

1999
Convergence of a multiscale finite element method for elliptic problems with rapidly oscillating coefficients.
Math. Comput., 1999

Almost optimal convergence of the point vortex method for vortex sheets using numerical filtering.
Math. Comput., 1999

1998
Convergence of a non-stiff boundary integral method for interfacial flows with surface tension.
Math. Comput., 1998

1993
The Convergence of an Exact Desingularization for Vortex Methods.
SIAM J. Sci. Comput., 1993

1991
Eigendecomposition of Domain Decomposition Interface Operators for Constant Coefficient Elliptic Problems.
SIAM J. Sci. Comput., 1991


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