Classification of Bio-data with Small Data Set Using Additive Factor Models and SVM

Singularities Affect Dynamics of Learning in Neuromanifold

A Robust SVM Design for Multi-Class Classification

Multilayer Perceptron and Natural Gradient Learning

Slow Dynamics Due to Singularities of Hierarchical Learning Machines

Geometry of Gradient Learning

Learning Dynamics of Neural Networks with Singularity Standard Gradient vs. Natural Gradient

Dynamics of the Adaptive Natural Gradient Descent Method for Soft Committee Machines

Improving Generalization Performance of Natural Gradient Learning Using Optimized Regularization by NIC

On-line Learning Dynamics of Multilayer Perceptrons with Unidentifiable Parameters