|Collaborateur scientifique HES (postdoc)|
Naoya Takeishi joined the DMML Group as a postdoctoral researcher in September 2020. He received the B.Eng., M.Eng., and PhD in Engineering at the Department of Aeronautics and Astronautics, the University of Tokyo, in 2013, 2015, and 2018, respectively. He worked as a postdoctoral researcher at RIKEN Center for Advanced Intelligence Project, Japan, from 2018 to 2020.
Naoya Takeishi currently studies on effective and efficient integration of domain knowledge into machine learning. He is interested in using various types of knowledge, such as theoretical understandings of physical systems (e.g., differential equations and simulators) and logical formula. He also has expertise in theory and methodology of data-driven analysis of nonlinear dynamical systems. Moreover, he is working in applied domains of fault detection and space robotics.
Deep Generative Models and Downstream Applications Workshop, 2021.
Advances in Neural Information Processing Systems 34, 2021.
Please refer also to personal webpage.