RESEARCH AREA
Theory-based Machine Learning Algorithms
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
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