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IEICE Trans

Janya SAINUI

Unsupervised Dimension Reduction via Least-Squares Quadratic Mutual Information
Janya SAINUI Masashi SUGIYAMA 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2014/10/01
Vol. E97-D  No. 10  pp. 2806-2809
Type of Manuscript:  LETTER
Category: Artificial Intelligence, Data Mining
Keyword: 
unsupervised dimension reduction, quadratic mutual information, least-squares density difference, Epanechnikov kernel, hyperparameter tuning, 
 Summary | Full Text:PDF
Direct Approximation of Quadratic Mutual Information and Its Application to Dependence-Maximization Clustering
Janya SAINUI Masashi SUGIYAMA 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2013/10/01
Vol. E96-D  No. 10  pp. 2282-2285
Type of Manuscript:  LETTER
Category: Artificial Intelligence, Data Mining
Keyword: 
quadratic mutual information, least-square density-difference estimation, information theoretic clustering, 
 Summary | Full Text:PDF