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Motonobu Kanagawa

Assistant Professor

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I am an Assistant Professor (Maitre de Conférences) in the Data Science Department at EURECOM in France since 2019. Previously, I was a research scientist at the University of Tuebingen and the Max Planck Institute for Intelligent Systems in Germany with Prof. Philipp Hennig (2017-2019). I obtained a PhD in 2016 at the Institute of Statistical Mathematics in Tokyo with Prof. Kenji Fukumizu.
Research interests: Statistics, Machine Learning and Simulation
Simulations enable understanding complex systems or phenomena appearing in many areas of science and engineering, such as climate, disasters, economics and finance. A simulator’s reliability, however, depends on various factors, such as the accuracy in approximating the system under analysis and the accuracy in numerical computation. One of my recent interests is statistical learning methods for automatically verifying those factors.

Motonobu’s Publications

Improved Random Features for Dot Product Kernels
Jonas Wacker, Motonobu Kanagawa, Maurizio Filippone
J. Mach. Learn. Res. (2024)

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