Sparsity via Hyperpriors: A Theoretical and Algorithmic Study under Empirical Bayes Framework

Zhitao Li, Yiqiu Dong, Xueying Zeng

This paper presents a comprehensive analysis of hyperparameter estimation within the empirical Bayes framework (EBF) for sparse learning. By studying the influence of hyperpriors o…