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IEICE Trans

Keyword : generalization error

Theoretical Analyses on 2-Norm-Based Multiple Kernel Regressors
Akira TANAKA Hideyuki IMAI 
Publication:   IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences
Publication Date: 2017/03/01
Vol. E100-A  No. 3 ; pp. 877-887
Type of Manuscript:  PAPER
Category: Neural Networks and Bioengineering
Keyword: 
multiple kernel regressor, reproducing kernel Hilbert space, generalization error, 2-norm criterion, 2-norm regularizer, 
 Summary | Full Text:PDF
Ensemble and Multiple Kernel Regressors: Which Is Better?
Akira TANAKA Hirofumi TAKEBAYASHI Ichigaku TAKIGAWA Hideyuki IMAI Mineichi KUDO 
Publication:   IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences
Publication Date: 2015/11/01
Vol. E98-A  No. 11 ; pp. 2315-2324
Type of Manuscript:  PAPER
Category: Neural Networks and Bioengineering
Keyword: 
kernel regression, ensemble kernel regressor, multiple kernel regressor, generalization error, reproducing kernel Hilbert spaces, 
 Summary | Full Text:PDF
Penalized AdaBoost: Improving the Generalization Error of Gentle AdaBoost through a Margin Distribution
Shuqiong WU Hiroshi NAGAHASHI 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2015/11/01
Vol. E98-D  No. 11 ; pp. 1906-1915
Type of Manuscript:  PAPER
Category: Artificial Intelligence, Data Mining
Keyword: 
Gentle AdaBoost, generalization error, machine learning, modest AdaBoost, training error, 
 Summary | Full Text:PDF
Statistical Learning Theory of Quasi-Regular Cases
Koshi YAMADA Sumio WATANABE 
Publication:   IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences
Publication Date: 2012/12/01
Vol. E95-A  No. 12 ; pp. 2479-2487
Type of Manuscript:  PAPER
Category: General Fundamentals and Boundaries
Keyword: 
statistical learning theory, quasi-regular case, birational invariants, generalization error, 
 Summary | Full Text:PDF
Statistical Mechanics of On-Line Learning Using Correlated Examples
Kento NAKAO Yuta NARUKAWA Seiji MIYOSHI 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2011/10/01
Vol. E94-D  No. 10 ; pp. 1941-1944
Type of Manuscript:  Special Section LETTER (Special Section on Information-Based Induction Sciences and Machine Learning)
Category: 
Keyword: 
nonlinear perceptron, on-line learning, generalization error, correlated examples, 
 Summary | Full Text:PDF
Statistical Mechanics of Adaptive Weight Perturbation Learning
Ryosuke MIYOSHI Yutaka MAEDA Seiji MIYOSHI 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2011/10/01
Vol. E94-D  No. 10 ; pp. 1937-1940
Type of Manuscript:  Special Section LETTER (Special Section on Information-Based Induction Sciences and Machine Learning)
Category: 
Keyword: 
on-line learning, weight perturbation, simultaneous perturbation, generalization error, statistical mechanics, 
 Summary | Full Text:PDF
Statistical Mechanical Analysis of Simultaneous Perturbation Learning
Seiji MIYOSHI Hiroomi HIKAWA Yutaka MAEDA 
Publication:   IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences
Publication Date: 2009/07/01
Vol. E92-A  No. 7 ; pp. 1743-1746
Type of Manuscript:  LETTER
Category: Neural Networks and Bioengineering
Keyword: 
simultaneous perturbation, on-line learning, statistical mechanical method, generalization error, 
 Summary | Full Text:PDF
A Theoretical Analysis of On-Line Learning Using Correlated Examples
Chihiro SEKI Shingo SAKURAI Masafumi MATSUNO Seiji MIYOSHI 
Publication:   IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences
Publication Date: 2008/09/01
Vol. E91-A  No. 9 ; pp. 2663-2670
Type of Manuscript:  PAPER
Category: Neural Networks and Bioengineering
Keyword: 
linear perceptron, on-line learning, statistical mechanical method, generalization error, gradient method, block orthogonal projection learning, 
 Summary | Full Text:PDF
Analytic Optimization of Adaptive Ridge Parameters Based on Regularized Subspace Information Criterion
Shun GOKITA Masashi SUGIYAMA Keisuke SAKURAI 
Publication:   IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences
Publication Date: 2007/11/01
Vol. E90-A  No. 11 ; pp. 2584-2592
Type of Manuscript:  PAPER
Category: Neural Networks and Bioengineering
Keyword: 
supervised learning, generalization error, model selection, regularized subspace information criterion, 
 Summary | Full Text:PDF