2 papers
stat.ME2024
Extending Kernel Testing To General Designs
Anthony Ozier-Lafontaine, Polina Arsenteva, Franck Picard +1
Kernel-based testing has revolutionized the field of non-parametric tests through the embedding of distributions in an RKHS. This strategy has proven to be powerful and flexible, y…
stat.ML2024
Kernel-Based Testing for Single-Cell Differential Analysis
Anthony Ozier-Lafontaine, Camille Fourneaux, Ghislain Durif +6
Single-cell technologies offer insights into molecular feature distributions, but comparing them poses challenges. We propose a kernel-testing framework for non-linear cell-wise di…