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IEICE Trans

Jaak SIMM

Tree-Based Ensemble Multi-Task Learning Method for Classification and Regression
Jaak SIMM Ildefons MAGRANS DE ABRIL Masashi SUGIYAMA 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2014/06/01
Vol. E97-D  No. 6  pp. 1677-1681
Type of Manuscript:  LETTER
Category: Pattern Recognition
Keyword: 
machine learning, multi-task learning, tree-based methods, ensemble methods, 
 Summary | Full Text:PDF
Multi-Task Approach to Reinforcement Learning for Factored-State Markov Decision Problems
Jaak SIMM Masashi SUGIYAMA Hirotaka HACHIYA 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2012/10/01
Vol. E95-D  No. 10  pp. 2426-2437
Type of Manuscript:  PAPER
Category: Artificial Intelligence, Data Mining
Keyword: 
reinforcement learning, multi-task learning, transfer learning, factored state models, Markov decision process, 
 Summary | Full Text:PDF
Improving the Accuracy of Least-Squares Probabilistic Classifiers
Makoto YAMADA Masashi SUGIYAMA Gordon WICHERN Jaak SIMM 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2011/06/01
Vol. E94-D  No. 6  pp. 1337-1340
Type of Manuscript:  LETTER
Category: Pattern Recognition
Keyword: 
least-squares probabilistic classifier, kernel logistic regression, density ratio, PASCAL VOC 2010, freesound, 
 Summary | Full Text:PDF
Direct Importance Estimation with a Mixture of Probabilistic Principal Component Analyzers
Makoto YAMADA Masashi SUGIYAMA Gordon WICHERN Jaak SIMM 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2010/10/01
Vol. E93-D  No. 10  pp. 2846-2849
Type of Manuscript:  LETTER
Category: Fundamentals of Information Systems
Keyword: 
importance, Kullback-Leibler importance estimation procedure, mixture of probabilistic principal component analyzers, expectation-maximization algorithm, 
 Summary | Full Text:PDF