Showing stat.MEShow all
2 papers · 1 filter
stat.ME2025
From Global to Local Correlation: Geometric Decomposition of Statistical Inference
Pawel Gajer, Jacques Ravel
Understanding feature-outcome associations in high-dimensional data remains challenging when relationships vary across subpopulations, yet standard methods assuming global associat…
stat.ME2025
Adaptive Geometric Regression for High-Dimensional Structured Data
Pawel Gajer, Jacques Ravel
We present a geometric framework for regression on structured high-dimensional data that shifts the analysis from the ambient space to a geometric object capturing the data's intri…