2 papers
stat.ME2025
Distance and Kernel-Based Measures for Global and Local Two-Sample Conditional Distribution Testing
Jian Yan, Zhuoxi Li, Xianyang Zhang
Testing the equality of two conditional distributions is crucial in various modern applications, including transfer learning and causal inference. Despite its importance, this fund…
math.ST2024
Kernel Two-Sample Tests in High Dimension: Interplay Between Moment Discrepancy and Dimension-and-Sample Orders
Jian Yan, Xianyang Zhang
Motivated by the increasing use of kernel-based metrics for high-dimensional and large-scale data, we study the asymptotic behavior of kernel two-sample tests when the dimension an…