Prof. Dr. Masashi Sugiyama

Profile

Academic positionAssociate Professor, Senior Lecturer, Reader
Research fieldsNumerical Analysis, Optimization, Simulation,Computer Science
KeywordsComputer Science, Machine learning, Applied Statistics, Pattern Recognition, Nano-Surface Profiling

Current contact address

CountryJapan
CityTokyo
InstitutionInstitute of Science Tokyo
InstituteComputer Science
Homepagehttp://sugiyama-www.cs.titech.ac.jp/~sugi

Host during sponsorship

Prof. Dr. Klaus-Robert MüllerFraunhofer-Institut für Rechnerarchitektur und Softwaretechnik (FIRST), Berlin
Start of initial sponsorship01/11/2003

Programme(s)

2002Humboldt Research Fellowship Programme

Publications (partial selection)

2004Masashi Sugiyama: Estimating the error at given test input points for linear regression. In: M. H. Hamza, Neural Networks and Computational Intelligence. ACTA Press, 2004. 113-118
2004Masashi Sugiyama, Yuta Okabe, and Hidemitsu Ogawa: On the influence of input noise on a generalization error estimator . In: M. H. Hamza, Artificial Intelligence and Applications. ACTA Press, 2004. 218-223
2004Masashi Sugiyama, Yuta Okabe, and Hidemitsu Ogawa: Perturbation analysis of a generalization error estimator . In: Neural Information Processing - Letters and Reviews, 2004, 33-38
2004Masashi Sugiyama, Motoaki Kawanabe, and Klaus-Robert Mueller: Trading variance reduction with unbiasedness: The regularized subspace information criterion for robust model selection in kernel regression . In: Neural Computation, 2004, 1077-1104