Jianlin Xia
Computer Science · Purdue University West Lafayette
Publications
93
Citations
2,512
Est. group size
~1
Recurring co-author estimate
Active years
38
Publishing since 1989
Jianlin Xia works on numerical linear algebra, developing fast and accurate algorithms for working with large matrices, including methods for compressing matrices with low-rank or hierarchical structure, solving eigenvalue problems, and building efficient preconditioners (tools that speed up iterative solvers). This work supports applications such as electromagnetic wave scattering simulations, solving elliptic partial differential equations, and other large-scale scientific computing problems.
Publication output has been fairly steady over the last decade, fluctuating between 1 and 4 papers per year without a clear long-term upward or downward trend.
Generated by claude-sonnet-5 from public bibliographic data · Jul 20, 2026
- A Stable Matrix Version of the Wideband Fast Multipole Method for the 2D Helmholtz Kernel
SIAM Journal on Scientific Computing · 2026
- A Stable Matrix Version of the 2D Fast Multipole Method
SIAM Journal on Matrix Analysis and Applications · 2025
- Making the Nyström Method Highly Accurate for Low-Rank Approximations
SIAM Journal on Scientific Computing · 2024
- A Robust Randomized Indicator Method for Accurate Symmetric Eigenvalue Detection
Journal of Scientific Computing · 2024
- A Structure-Guided Gauss-Newton Method for Shallow ReLU Neural Network
arXiv (Cornell University) · 2024
- Rank‐structured approximation of some Cauchy matrices with sublinear complexity
Numerical Linear Algebra with Applications · 2023
- Making the Nyström method highly accurate for low-rank approximations
arXiv (Cornell University) · 2023
- SuperDC: Superfast Divide-And-Conquer Eigenvalue Decomposition With Improved Stability for Rank-Structured Matrices
SIAM Journal on Scientific Computing · 2022
- Interconnected Hierarchical Structures for Fast Direct Elliptic Solution
Journal of Scientific Computing · 2022
- A stable matrix version of the fast multipole method: stabilization strategies and examples
ETNA - Electronic Transactions on Numerical Analysis · 2021
- Multi-Layer Hierarchical Structures
CSIAM Transactions on Applied Mathematics · 2021
- Robust and Effective eSIF Preconditioning for General Dense SPD Matrices
SIAM Journal on Scientific Computing · 2021
- SuperDC: Stable superfast divide-and-conquer eigenvalue decomposition
arXiv (Cornell University) · 2021
- Analytical Low-Rank Compression via Proxy Point Selection
SIAM Journal on Matrix Analysis and Applications · 2020
- Effectiveness and robustness revisited for a preconditioning technique based on structured incomplete factorization
Numerical Linear Algebra with Applications · 2020
- SIAM Journal on Scientific Computing×9
- SIAM Journal on Matrix Analysis and Applications×5
- arXiv (Cornell University)×5
- Journal of Scientific Computing×2
- Numerical Linear Algebra with Applications×2
- Qiyuan Pang
Computer Science · Purdue University West Lafayette
- Ahmed Sameh
Computer Science · Purdue University West Lafayette
- Weicheng Wang
Computer Science · Purdue University West Lafayette
- Michael P. Drazin
Computer Science · Purdue University West Lafayette
- B. Shanker
Physics and Astronomy · The Ohio State University
This profile was generated automatically from public scholarly data (OpenAlex). Group size and activity levels are estimates derived from co-authorship patterns.
Last updated Jul 20, 2026.
Claim or correct this profile