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Analysis on singularities and learning dynamics of deep neural networks and development of learning algorithm based on information geometry

Development of personal character generation web application based on pattern matching method through face recognition

Development of augmented cognition and inference models based on multimodal sensory information

Development of machine learning algorithm for vision-based gesture recognition system

Development of Data Representation and Machine Learning Algorithms for Vision-based Human Gesture Recognition

Development of Efficient Machine Learning Algorithms for Human Gesture Recognition

Development of Highly Reliable Network and Service Management Technology for U-healthcare

Probabilistic modeling of human visual information processing and application to image data analysis

Nonlinear Manifold learning with sensational distance and conceptual distance and its application to image analysis

Development of data mining system for large-scale rarely labeled data and its application to bio-data classification

Study on Effect of Geometrical Singularity on Dynamics of Learning Machines

Development of bio-data classification methods using intra-class statistics