Ichigaku Takigawa (D.Eng.)
Title
Team Director
Members
-
Team directorIchigaku Takigawa
Introduction
Chemical reactions are processes that convert one substance into another, forming the foundation of life itself while also playing a vital role in everything from consumer products and pharmaceuticals to electronics and energy. At the same time, because the molecular structures and its rearrangements involve combinatorial aspects, and chemical reactions are inherently non-equilibrium processes—from equilibrium to transition states and back—they pose many unresolved questions and technical challenges for machine learning. Our team is working on machine learning research that contributes to the discovery and design of chemical reactions across multiple levels.
Main Research Field
Informatics
Research Field
Chemistry / Mathematical & Physical Sciences / Biological Sciences / Intelligent informatics-related / Life, health and medical informatics-related
Research Subjects
Machine Learning
Machine Discovery
Geometric Learning
Combinatorial Generalization
Machine Discovery
Geometric Learning
Combinatorial Generalization
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