Researcher
Tenure in FRIS 2019.4-2023.3
Tomokatsu Onaga
Assistant ProfessorHuman and Society
- Mentor Information
- Associate Professor
- Naoya Fujiwara (Graduate School of Information Sciences)
Research Fields | network science, mathematical modelling |
---|---|
Research Subjects |
|
Academic Society Membership | Japanese Physical Society |
Research Outline | |
Epidemic diseases, opinions, information, neural spike signals, cascades of bankruptcy share a similar mechanism. In all cases, an event induces future events. This group of phenomena is called spreading processes. They can be analysed using a similar model. Recently, more and more data of human and economic activities becomes available. Especially, data having network structure can be analysed using spreading processes. It can give us predictions and intervention strategies. However, for the purpose, we need to advance a theory to analyse data. In my research, I focus on data with a network structure, and advance a theory to analyse data. Specifically, I make predictions of epidemic spreading using human mobility data, and intervention strategies to reduce a risk of shock cascades on financial networks using a mathematical modelling approach. |