Applied Information Sciences
Advanced Applied Data Science D13
- Prof. Motoki Shiga
- Prof. Kazunori Yamada
- Assoc. Prof. LU SUN
- Assis. Prof. Koki Kitai
- Assis. Prof. ZIELEWSLI MICHAEL RYAN
Keywordsdata science, machine learning, artificial intelligence, materials informatics, bioinformatics
Research of Fundamental Technologies and Applications for Utilizing Data Science (Artificial Intelligence / Machine Learning)
Shiga Laboratory conducts research on informatics for materials science (Materials Informatics). In collaboration with researchers inside and outside the university, centered on materials science, we aim to identify material structures and discover new high-performance materials through the analysis of measurement data produced by electron microscopes and synchrotron radiation facilities such as NanoTerasu, as well as theoretical calculation data in the physical and materials sciences. We also work on machine learning algorithms for high-dimensional data (such as images) and graph structures related to the applications above, and on research aimed at understanding such multimodal data in a unified manner.
The focus of the Yamada Lab is data science, particularly in the field of artificial intelligence. Although we create artificial intelligence systems, we are mainly engaged in research on developing technologies that can be used for creating artificial intelligence. Specifically, we are conducting research on developing artificial intelligence with consciousness, string processing research centered on biological sequences, and research on the relationship between artificial intelligence and culture.
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Shiga Laboratory:AI for Materials Science
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Yamada Laboratory
