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IEICE Trans

Tsukasa YOSHIDA

Empirical Bayes Estimation for Lasso-Type Regularizers and Its Consistency
Tsukasa YOSHIDA Kazuho WATANABE 
Publication:   IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences
Publication Date: 2026/03/01
Vol. E109-A  No. 3  pp. 490-499
Type of Manuscript:  Special Section PAPER (Special Section on Information Theory and Its Applications)
Category: 
Keyword: 
empirical Bayes method, sparse linear regression, ridge, lasso, group lasso, automatic relevance determination, 
 Summary | Full Text:PDF
Empirical Bayes Estimation for L1 Regularization: A Detailed Analysis in the One-Parameter Lasso Model
Tsukasa YOSHIDA Kazuho WATANABE 
Publication:   IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences
Publication Date: 2018/12/01
Vol. E101-A  No. 12  pp. 2184-2191
Type of Manuscript:  Special Section PAPER (Special Section on Information Theory and Its Applications)
Category: Machine learning
Keyword: 
lasso regression, empirical Bayes, Laplace prior, local variational approximation, 
 Summary | Full Text:PDF