2 papers
stat.ML2026
Physics-informed Gaussian Process Regression in Solving Eigenvalue Problem of Linear Operators
Tianming Bai, Jiannan Yang
Applying Physics-Informed Gaussian Process Regression to the eigenvalue problem poses a fundamental challenge, where the null source term results in a trivi…
math.NA2025
Derivative based global sensitivity analysis and its entropic link
Jiannan Yang
Variance-based Sobol' sensitivity is one of the most well-known measures in global sensitivity analysis (GSA). However, uncertainties with certain distributions, such as highly ske…