2 papers
stat.ME2026
Interpretable Scalar-on-Image Linear Regression Models via the Generalized Dantzig Selector
Sijia Liao, Xiaoxiao Sun, Ning Hao +1
The scalar-on-image regression model examines the association between a scalar response and a bivariate function (e.g., images) through the estimation of a bivariate coefficient fu…
stat.ME2025
Dynamic Supervised Principal Component Analysis for Classification
Wenbo Ouyang, Ruiyang Wu, Ning Hao +1
This paper introduces a novel framework for dynamic classification in high dimensional spaces, addressing the evolving nature of class distributions over time or other index variab…