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 learninggeneralization capabilitymodel selectionunbiased estimatorregularized subspace information criterion
 Summary | Full Text:PDF(208.3KB)

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 learninggeneralization capabilitymodel selectionsubspace information criterionnon-linear learning
 Summary | Full Text:PDF(92.6KB)

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 learninggeneralization capabilitymodel selectionshrinkage estimatorregularized subspace information criterion
 Summary | Full Text:PDF(371.9KB)

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 learninggeneralization capabilityactive learningmodel selectiontrigonometric polynomial space
 Summary | Full Text:PDF(966.8KB)

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 learninggeneralization capabilitysubspace information criteriongeneralized inverseunbiased estimatorvariance
 Summary | Full Text:PDF(1.1MB)

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 capabilityincremental learningpseudo biorthogonal basis (PBOB)projection learningprojection generalizing neural network
 Summary | Full Text:PDF(484.8KB)

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 learningactive learninggeneralization capabilitytrigonometric polynomial spacepseudo orthogonal bases
 Summary | Full Text:PDF(399.2KB)

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 controlsteepest descent methodpiecewise linear membership functiongeneralization capabilityparallel parking
 Summary | Full Text:PDF(645.7KB)