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Profile
| Academic position | Associate Professor, Senior Lecturer, Reader |
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| Research fields | Numerical Analysis, Optimization, Simulation,Computer Science |
| Keywords | Computer Science, Machine learning, Applied Statistics, Pattern Recognition, Nano-Surface Profiling |
Current contact address
| Country | Japan |
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| City | Tokyo |
| Institution | Institute of Science Tokyo |
| Institute | Computer Science |
| Homepage | http://sugiyama-www.cs.titech.ac.jp/~sugi |
Host during sponsorship
| Prof. Dr. Klaus-Robert Müller | Fraunhofer-Institut für Rechnerarchitektur und Softwaretechnik (FIRST), Berlin |
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| Start of initial sponsorship | 01/11/2003 |
Programme(s)
| 2002 | Humboldt Research Fellowship Programme |
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Publications (partial selection)
| 2004 | Masashi 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 |
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| 2004 | Masashi 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 |
| 2004 | Masashi Sugiyama, Yuta Okabe, and Hidemitsu Ogawa: Perturbation analysis of a generalization error estimator . In: Neural Information Processing - Letters and Reviews, 2004, 33-38 |
| 2004 | Masashi 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 |