# Some exact results for the statistical physics problem of high-dimensional linear regression

Exact methods supersede approximations used in high-dimensional linear regression to find correlations in statistical physics problems.

*Arxiv* (2020)

A. Mozeika, F. Aguirre Lopez, M. Sheikh, F. Antenucci, A. Coolen

High-dimensional linear regression has become recently a subject of many investigations which use statistical physics. The main bulk of this work relies on powerful approximation techniques but also a more rigorous approaches are becoming a more prominent. Considering Bayesian setting, we derive a number of exact results for the inference and related statistical physics problems of the linear regression.