This post explores concentration inequalities, such as Hoeffding's and Bernstein's bounds, and how they enable performance guarantees in high-dimensional settings.
15 min read · April 13, 2025
2025 · high-dimensional-statistics concentration-inequalities empirical-process-theory statistical-learning-theory lasso