RESEARCH AREA

Theory-based Machine Learning Algorithms

  • Deep learning algorithms

  • Bayesian inferences

  • Sparse models

  • Reinforcement learning

  • Learning for special situations: active learning, meta learning, few-shot learning, multitask learning, open set recognition, semi-supervised learning, crowdsourced data analysis


Value Creating Applications

  • Industry applications: manufacturing, quality management, prognostics and health management

  • Text analysis: keyword extraction, chatbot development, emotion analysis

  • Financial data analysis: derivative pricing, credit risk analysis, market cost prediction

  • Convergence with other areas: ergonomics, material informatics, semiconductor design, climate forecasting, logistics