Maximilian F. Steffen

PAC-Bayes estimation for high-dimensional multi-index models with unknown active dimension

2025 · Japanese Journal of Statistics and Data Science

Abstract The multi-index model with sparse dimension reduction matrix is a popular approach to circumvent the curse of dimensionality in a high-dimensional regression setting. Building on the single-index analysis by Alquier, P. & Biau, G. …