Keyword : generalization capability

A New Meta-Criterion for Regularized Subspace Information Criterion
Yasushi HIDAKA Masashi SUGIYAMA 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2007/11/01
Vol. E90-D  No. 11 ; pp. 1779-1786
Type of Manuscript:  PAPER
Category: Pattern Recognition
Keyword: 
supervised learning, generalization capability, model selection, unbiased estimator, regularized subspace information criterion, 
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Generalization Error Estimation for Non-linear Learning Methods
Masashi SUGIYAMA 
Publication:   IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences
Publication Date: 2007/07/01
Vol. E90-A  No. 7 ; pp. 1496-1499
Type of Manuscript:  LETTER
Category: Neural Networks and Bioengineering
Keyword: 
supervised learning, generalization capability, model selection, subspace information criterion, non-linear learning, 
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Analytic Optimization of Shrinkage Parameters Based on Regularized Subspace Information Criterion
Masashi SUGIYAMA Keisuke SAKURAI 
Publication:   IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences
Publication Date: 2006/08/01
Vol. E89-A  No. 8 ; pp. 2216-2225
Type of Manuscript:  PAPER
Category: Neural Networks and Bioengineering
Keyword: 
supervised learning, generalization capability, model selection, shrinkage estimator, regularized subspace information criterion, 
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Active Learning with Model Selection -- Simultaneous Optimization of Sample Points and Models for Trigonometric Polynomial Models
Masashi SUGIYAMA Hidemitsu OGAWA 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2003/12/01
Vol. E86-D  No. 12 ; pp. 2753-2763
Type of Manuscript:  PAPER
Category: Pattern Recognition
Keyword: 
supervised learning, generalization capability, active learning, model selection, trigonometric polynomial space, 
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Improving Precision of the Subspace Information Criterion
Masashi SUGIYAMA 
Publication:   IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences
Publication Date: 2003/07/01
Vol. E86-A  No. 7 ; pp. 1885-1895
Type of Manuscript:  PAPER
Category: Neural Networks and Bioengineering
Keyword: 
machine learning, generalization capability, subspace information criterion, generalized inverse, unbiased estimator, variance, 
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Incremental Construction of Projection Generalizing Neural Networks
Masashi SUGIYAMA Hidemitsu OGAWA 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2002/09/01
Vol. E85-D  No. 9 ; pp. 1433-1442
Type of Manuscript:  PAPER
Category: Biocybernetics, Neurocomputing
Keyword: 
generalization capability, incremental learning, pseudo biorthogonal basis (PBOB), projection learning, projection generalizing neural network, 
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Active Learning for Optimal Generalization in Trigonometric Polynomial Models
Masashi SUGIYAMA Hidemitsu OGAWA 
Publication:   IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences
Publication Date: 2001/09/01
Vol. E84-A  No. 9 ; pp. 2319-2329
Type of Manuscript:  PAPER
Category: Algorithms and Data Structures
Keyword: 
supervised learning, active learning, generalization capability, trigonometric polynomial space, pseudo orthogonal bases, 
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Self-Tuning of Fuzzy Reasoning by the Steepest Descent Method and Its Application to a Parallel Parking
Hitoshi MIYATA Makoto OHKI Masaaki OHKITA 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 1996/05/25
Vol. E79-D  No. 5 ; pp. 561-569
Type of Manuscript:  PAPER
Category: Algorithm and Computational Complexity
Keyword: 
fuzzy control, steepest descent method, piecewise linear membership function, generalization capability, parallel parking, 
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