| | |
|---|
| 2011 | Direct density-ratio estimation with dimensionality reduction via least-squares hetero-distributional subspace search
Sugiyama, M.; Yamada, M.; Bünau, P. von; Suzuki, T.; Kanamori, T.; Kawanabe, M. | Journal Article |
| 2010 | Dimensionality reduction for density ratio estimation in high-dimensional spaces
Sugiyama, M.; Kawanabe, M.; Chui, P.L. | Journal Article |
| 2008 | Approximating the best linear unbiased estimator of non-Gaussian signals with Gaussian noise
Sugiyama, M.; Kawanabe, M.; Blanchard, G.; Müller, K.-R. | Journal Article |
| 2008 | Direct importance estimation for covariate shift adaptation
Sugiyama, M.; Suzuki, T.; Nakajima, S.; Kashima, H.; Bunau, P. von; Kawanabe, M. | Journal Article |
| 2007 | Asymptotic Bayesian generalization error when training and test distributions are different
Yamazaki, K.; Kawanabe, M.; Watanabe, S.; Sugiyama, M.; Müller, K.-R. | Conference Paper |
| 2007 | Covariate shift adaptation by importance weighted cross validation
Sugiyama, M.; Krauledat, M.; Müller, K.-R. | Journal Article |
| 2007 | A new algorithm of non-Gaussian component analysis with radial kernel functions
Kawanabe, M.; Sugiyama, M.; Blanchard, G.; Müller, K.-R. | Journal Article |
| 2006 | Importance-weighted cross-validation for covariate shift
Sugiyama, M.; Blankertz, B.; Krauledat, M.; Dornhege, G.; Müller, K.-R. | Conference Paper |
| 2006 | In search of non-Gaussian components of a high-dimensional distribution
Blanchard, G.; Kawanabe, M.; Sugiyama, M.; Spokoiny, V.; Müller, K.-R. | Journal Article |
| 2006 | Non-Gaussian component analysis: A semi-parametric framework for linear dimension reduction
Blanchard, G.; Kawanabe, M.; Sugiyama, M.; Spokoiny, V.; Müller, K.-R. | Conference Paper |
| 2006 | A novel dimension reduction procedure for searching non-Gaussian subspaces
Kawanabe, M.; Blanchard, G.; Sugiyama, M.; Spokoiny, V.; Müller, K.-R. | Conference Paper |
| 2006 | Obtaining the best linear unbiased estimator of noisy signals by non-Gaussian component analysis
Sugiyama, M.; Kawanabe, M.; Blanchard, G.; Spokoiny, V.; Müller, K.-R. | Conference Paper |
| 2005 | Model selection under covariate shift
Sugiyama, M.; Müller, K.-R. | Conference Paper |
| 2004 | Estimating the error at given test input points for linear regression
Sugiyama, M. | Conference Paper |
| 2004 | On the influence of input noise on a generalization error estimator
Sugiyama, M.; Okabe, Y.; Ogawa, H. | Conference Paper |
| 2004 | Regularizing generalization error estimators: A novel approach to robust model selection
Sugiyama, M.; Kawanabe, M.; Müller, K.-R. | Conference Paper |
| 2004 | Trading variance reduction with unbiasedness. The regularized subspace information criterion for robust model selection in kernel regression
Sugiyama, M.; Kawanabe, M.; Müller, K.R. | Journal Article |
| 2003 | The subspace information criterion for infinite dimensional hypothesis spaces
Sugiyama, M.; Müller, K.-R. | Journal Article |
| 2002 | Selecting hyperparameters in infinite dimensional hypothesis spaces
Sugiyama, M.; Müller, K.-R. | Conference Paper |
| 2002 | Selecting ridge parameters in infinite dimensional hypothesis spaces
Sugiyama, M.; Müller, K.-R. | Conference Paper |
| 2002 | Subspace information criterion for nonquadratic regularizers - model selection for sparse regressors
Tsuda, K.; Sugiyama, M.; Miller, K.-R. | Journal Article |
| 2000 | Subspace information criterion for non-quadratic regularizers
Tsuda, K.; Sugiyama, M.; Müller, K.-R. | Technical Report |