For Prospective Graduate Students

Visit Our Lab in Person

We welcome in-person lab visits and consultations throughout the year. You can also observe presentations and discussions during our lab seminars. Please contact us in advance to arrange a visit.

Important: As stated in the admissions guidelines, applicants through either the recommendation-based or general admission route must meet with their prospective supervisor before the entrance examination. Our lab requires you to meet with your prospective supervisor before applying, rather than waiting until the examination.

Online admissions consultations require prior review of the information and CV listed below. Contact requirements →

For information on scholarships and tuition fee reductions or waivers, see the Graduate School of Information Science’s guidance (in Japanese).

Alumni Voices

Junhyun Chae

Junhyun Chae presenting his research
Research presentation at AROB 2026

Where I Work Now

I now work on digital assets at INTERTRADE Co., Ltd. My work involves systems and infrastructure that combine finance and blockchain technology.

How I Found This Lab

As an international student, my first step toward attending graduate school in Japan was to find a lab myself. While looking into various universities and laboratories, I came into contact with Professor Inoue.

Professor Inoue always took the time to ask what each student wanted to do. He helped us shape our research around our own ideas, and he listened to what I was thinking, even when my Japanese was far from fluent. Looking back, I feel I already had some sense of what kind of place this lab was at that point.

What I Researched

In a word, my research was about economics. I had always been interested in the flow of money.

More specifically, I studied how a financial crisis in one country spreads to other countries.

Much of the previous research looked at countries in isolation or considered only one type of connection between them, such as trade. But I felt that real crises would not spread along just one simple path.

I analyzed how lending and borrowing between countries and trade in goods each contribute to the spread of a crisis, and how these two channels interact. Using data, I was able to confirm that looking at both together reveals risks that cannot be seen by looking at either one alone.

If you would like to know more, please take a look at the paper below. You are also welcome to get in touch with me.

Chae, J., & Inoue, H. (2026). Multilayer Propagation of Cross-Country Systemic Risk. Journal of Risk and Financial Management, 19(3), 197.
https://doi.org/10.3390/jrfm19030197

What I Gained from the Lab

I like taking on things that no one has done before. But those challenges can be reckless, and they often fail. I did, in fact, fail quite a lot.

In this lab, however, my efforts amounted to more than reckless attempts. Professor Inoue believed in my motivation when I had no results to show, and each time I took a step forward, he helped me think about the next goal. When someone believes in you, you want to live up to that belief. That feeling became a much stronger source of motivation than I had expected.

I learned firsthand how much strength comes from having someone who takes on a challenge and someone who believes in them. That is the most important thing I gained from this lab.

In My Work Today

My current work is not directly connected to my graduate research. But digital assets and blockchain are fields where the right answers are still being worked out, and here too, I am the first to volunteer when there is something new to try.

Before joining the lab, I think my first reaction to something unfamiliar would have been, “What if I fail?” Now I can say, “Let’s give it a try.” I have the experience of starting that way in the lab and following through to the end, so I feel I can do it again.

To Those Considering Graduate School

People come to graduate school for different reasons, and I think any reason is fine.

But if there is even a small part of you that thinks, “I want to really explore this,” I hope you will act on that feeling. It does not have to be anything grand. “I’d like to give this a try” or “This interests me” is enough.

The experience of working as hard as you can because someone believes in that feeling—because you want to live up to their expectations, or because you do not want to let yourself down—stays with you far longer than you might imagine. Whatever you do next, it can give you a reason to believe in yourself.

The Inoue Lab I was part of was a place where I could have that kind of experience.

Current Students’ Voices

Rikuto Ito

Second-year master’s student, 2026 academic year

Rikuto Ito at AROB 31st 2026, with the conference name visible
At AROB 2026
Rikuto Ito presenting his research at a lab seminar
Research presentation at a lab seminar (September 2026)

I am researching how to optimize traffic flow through traffic signal control to reduce congestion in urban areas. Specifically, I use machine learning to adjust signal cycles and the timing of signal changes, and I am exploring ways to control traffic efficiently across a broad area with multiple intersections.

I chose this research topic because I have been interested in machine learning since I was an undergraduate, and because I was drawn to the idea of recreating real-world phenomena in computer simulations and using them to explore real social issues.

Before joining the lab, I thought the work would mainly involve programming and experiments. In practice, however, there was also a lot of steady groundwork to do before running experiments, such as reviewing papers and organizing what had already been established and the issues to be addressed. Through that process, I think I developed the ability to organize my research goals and challenges in a way that others can understand. I believe this skill can be useful in many situations beyond research.

I think the lab’s atmosphere has a good balance between focused work and lively conversation. Because each of us works on a different research topic, we often work individually. It is quiet when we are concentrating, but fairly lively when we talk.

Because research in the lab is largely carried out individually, I have a lot of freedom to work at my own pace, but I am also expected to think for myself and move my research forward. However, the lab provides access to research resources, such as computing servers and data, that would be difficult to obtain on my own. I would recommend this lab to anyone who wants to take the initiative in their research!

Hirai Okuno

Second-year master’s student, 2026 academic year

Hirai Okuno
Hirai Okuno presenting his research at a lab seminar
Research presentation at a lab seminar (September 2026)

I study ways to reduce crowding at tourist destinations. Using real smartphone GPS data, I identify tourists’ behavior and the places they visit, and evaluate how much crowding across a destination as a whole can be reduced by changing the order in which they visit these places while taking into account factors such as each facility’s opening hours.

As an undergraduate, I studied structural control, but I was open to trying a completely different field in graduate school. I chose this laboratory because I found its focus on a variety of social problems appealing.

I found that this laboratory expects more initiative than I had imagined before joining. At first, it was difficult to balance classes, job hunting, and research. As I worked on my research, however, I became more comfortable with how to proceed and gained a clearer understanding of the issues I needed to address. As the direction of my research became clearer, I also began to find it more rewarding.

Since each student works on a different research topic, there are not that many opportunities for lively discussions among students about the same topic. At the same time, I feel that this is an environment where we can help one another when we are unsure about something or need advice.

One thing I feel I am especially developing in this laboratory is my ability to think. There are many opportunities to organize the issues I need to address on my own and think about how to proceed with my research. I believe these abilities will be important skills we are expected to have once we enter the workforce, even as AI becomes increasingly prominent in society.

There are also opportunities to work with computer servers and other resources in the course of research. Through your research activities, I hope you will develop the ability to think for yourself and move things forward while making use of these resources.

Contact for Visits and Admissions Inquiries

Hiroyasu Inoue
Graduate School of Information Science, University of Hyogo

inoue [at] gsis.u-hyogo.ac.jp

Replace [at] with @.

Visits in Person

To arrange a visit to the lab, please include the following in your email:

  • Full name
  • Current affiliation and position or year of study
  • What you would like to discuss
  • Preferred dates for your visit

Online Consultations About Admission

For an initial review of your online admissions inquiry, please include all of the following in your email:

  • Full name
  • Current affiliation and position or year of study
  • Intended degree (master’s degree or PhD)
  • Preferred enrollment date
  • What you would like to discuss and why you are interested in this lab
  • A brief summary of your academic background and any research experience
  • Your CV as an attachment

Online admissions meetings are arranged by invitation only, if we consider one necessary after reviewing a complete inquiry and the attached CV. Requests without the required information or CV will not be considered for an online meeting. Submitting these materials does not guarantee a meeting.