Generalization Error and Training Error at Singularities of Multilayer Perceptrons. - Shun-ichi Amari; Tomoko Ozeki; Hyeyoung Park (IWANN (1), 2001)

Geometrical Singularities in the Neuromanifold of Multilayer Perceptrons. - Shun-ichi Amari; Hyeyoung Park; Tomoko Ozeki (NIPS, 2001)

Learning and inference in hierarchical models with singularities. - Shun-ichi Amari; Tomoko Ozeki; Hyeyoung Park (Syst. Comput. Jpn., 2003)

Singularities Affect Dynamics of Learning in Neuromanifolds. - Shun-ichi Amari; Hyeyoung Park; Tomoko Ozeki (Neural Comput., 2006)

Dynamics of Learning Near Singularities in Layered Networks. - Haikun Wei; Jun Zhang 009; Florent Cousseau; Tomoko Ozeki; Shun-ichi Amari (Neural Comput., 2008)

Dynamics of Learning in Multilayer Perceptrons Near Singularities. - Florent Cousseau; Tomoko Ozeki; Shun-ichi Amari (IEEE Trans. Neural Networks, 2008)

Singularity and Slow Convergence of the EM algorithm for Gaussian Mixtures. - Hyeyoung Park; Tomoko Ozeki (Neural Process. Lett., 2009)

Improvement of the Relaxation Procedure in Concurrent Q-Learning. - Kazunori Murakami; Tomoko Ozeki (ICONIP (2), 2013)

Color palette generation for image classification by bag-of-colors. - Ayaka Kojima; Tomoko Ozeki (FCV, 2015)

Food Image Recognition by Using Bag of SURF: Color Features. - Alameri Abdulrahman; Tomoko Ozeki (HAI, 2015)

Food Image Recognition by Using Bag-of-SURF Features and HOG Features. - Almarzooqi Ahmed; Tomoko Ozeki (HAI, 2015)

Pedestrian Detection by Using FAST-HOG Features. - Batoul Husain Bani Hashem; Tomoko Ozeki (HAI, 2015)

Performance Evaluation of Tile Coding in Reinforcement Learning. - Kenji Ota; Tomoko Ozeki (HAI, 2015)

Face Recognition by Using SURF Features with Block-Based Bag of Feature Models. - Ahmed Salem; Tomoko Ozeki (HAI, 2015)

Dynamics of Learning in MLP: Natural Gradient and Singularity Revisited. - Shun-ichi Amari; Tomoko Ozeki; Ryo Karakida; Yuki Yoshida; Masato Okada (Neural Comput., 2018)