Improving Linear Regression on Small Datasets via Gaussian Process and Extreme Value Theory-Based Data Augmentation

Ibrahim Salay, Jagath Senarathne

Small sample sizes pose significant challenges in regression analysis, often leading to violations of classical assumptions such as normality, homoscedasticity, and independence of…