activity
20152026
most citedGuarantees of Riemannian Optimization for Low Rank Matrix Completion

24 citations · 65 across the 15 of their papers we have counts for

collaborators

15 papers

math.DS2026

A Moment-Based Eulerian Method for Variance-Based Finite-Time Lyapunov Exponent Computation in Stochastic Flows

Shingyu Leung

Variance-based finite-time Lyapunov exponents (vFTLEs) provide a stochastic analogue of deterministic FTLE by measuring the covariance of stochastic arrival locations. Existing PDF…

math.NA2025

Fast Operator-Splitting Methods for Nonlinear Elliptic Equations

Jingyu Yang, Shingyu Leung, Jianliang Qian +1

Nonlinear elliptic problems arise in many fields, including plasma physics, astrophysics, and optimal transport. In this article, we propose a novel operator-splitting/finite eleme…

math.DS2024

Local Trajectory Variation Exponent (LTVE) for Visualizing Dynamical Systems

Yun Chen Tsai, Shingyu Leung

The identification and visualization of Lagrangian structures in flows plays a crucial role in the study of dynamic systems and fluid dynamics. The Finite Time Lyapunov Exponent (F…

math.NA2024

Hadamard integrators for wave equations in time and frequency domain: Eulerian formulations via butterfly algorithms

Yuxiao Wei, Jin Cheng, Shingyu Leung +2

Starting from the Kirchhoff-Huygens representation and Duhamel's principle of time-domain wave equations, we propose novel butterfly-compressed Hadamard integrators for self-adjoin…

math.NA2023

Operator Splitting/Finite Element Methods for the Minkowski Problem

Hao Liu, Shingyu Leung, Jianliang Qian

The classical Minkowski problem for convex bodies has deeply influenced the development of differential geometry. During the past several decades, abundant mathematical theories ha…

math.NA2023

A Simple Embedding Method for Scalar Hyperbolic Conservation Laws on Implicit Surfaces

Chun Kit Hung, Shingyu Leung

We have developed a new embedding method for solving scalar hyperbolic conservation laws on surfaces. The approach represents the interface implicitly by a signed distance function…

math.DS2022

Within-Cluster Variability Exponent for Identifying Coherent Structures in Dynamical Systems

Wai Ming Chau, Shingyu Leung

We propose a clustering-based approach for identifying coherent flow structures in continuous dynamical systems. We first treat a particle trajectory over a finite time interval as…

math.NA2022

Spherical Essentially Non-Oscillatory (SENO) Interpolation

Ki Wai Fong, Shingyu Leung

We develop two new ideas for interpolation on . In this first part, we will introduce a simple interpolation method named \textit{Spherical Interpolation of orDER} $n…

math.NA2022★ 1 cited

An Efficient Operator-Splitting Method for the Eigenvalue Problem of the Monge-Ampère Equation

Hao Liu, Shingyu Leung, Jianliang Qian

We develop an efficient operator-splitting method for the eigenvalue problem of the Monge-Ampère operator in the Aleksandrov sense. The backbone of our method relies on a convergen…

math.NA2020

On the Numerical Solution of Nonlinear Eigenvalue Problems for the Monge-Ampère Operator

Roland Glowinski, Shingyu Leung, Hao Liu +1

In this article, we report the results we obtained when investigating the numerical solution of some nonlinear eigenvalue problems for the Monge-Ampère operator $v\rightarrow \det…

math.NA2020★ 7 cited

An Alternating Direction Explicit Method for Time Evolution Equations with Applications to Fractional Differential Equations

Hao Liu, Shingyu Leung

We derive and analyze the alternating direction explicit (ADE) method for time evolution equations with the time-dependent Dirichlet boundary condition and with the zero Neumann bo…

math.NA2016★ 24 cited

Guarantees of Riemannian Optimization for Low Rank Matrix Completion

Ke Wei, Jian-Feng Cai, Tony F. Chan +1

We study the Riemannian optimization methods on the embedded manifold of low rank matrices for the problem of matrix completion, which is about recovering a low rank matrix from it…

math.DS2016★ 20 cited

Eulerian Methods for Visualizing Continuous Dynamical Systems using Lyapunov Exponents

Guoqiao You, Tony Wong, Shingyu Leung

We propose a new Eulerian numerical approach for constructing the forward flow maps in continuous dynamical systems. The new algorithm improves the original formulation developed i…

math.NA2016

Modified Virtual Grid Difference for Discretizing the Laplace-Beltrami Operator on Point Clouds

Meng Wang, Shingyu Leung, Hongkai Zhao

We propose a new and simple discretization, named the Modified Virtual Grid Difference (MVGD), for numerical approximation of the Laplace-Beltrami (LB) operator on manifolds sample…

math.NA2015★ 13 cited

Guarantees of Riemannian Optimization for Low Rank Matrix Recovery

Ke Wei, Jian-Feng Cai, Tony F. Chan +1

We establish theoretical recovery guarantees of a family of Riemannian optimization algorithms for low rank matrix recovery, which is about recovering an rank matri…