Thanks for visiting. Here is a succinct profile for anyone interested.

Educator
I am an assistant professor at Osaka University, affiliated with SANKEN.
Machine learning researcher
I am interested in basic questions related to the performance of machine learning algorithms, from the standpoint of both formal theoretical guarantees and reliability in practice. See my research page and list of publications for more.
For work-related inquiries, I can be reached at matthew-h@ar.sanken.osaka-u.ac.jp.
Long-time resident of Japan
Originally from Canada, I have now lived in and around Osaka for nearly 20 years. Although my posts are wildly intermittent, you may find something of interest in my written logs, or enjoy some old travel photos from a bygone era.
