Kyushu University Academic Staff Educational and Research Activities Database
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Yoshinobu Kawahara Last modified date:2019.05.07



Graduate School
Undergraduate School


Homepage
http://imi.kyushu-u.ac.jp/~kawahara/
Academic Degree
Doctor of Engineering (The University of Tokyo)
Country of degree conferring institution (Overseas)
No
Field of Specialization
Machine Learning
Research
Research Interests
  • Operator-theoretic Data Analysis for Dynamical Systems
    keyword : time-series data, dynamical system, machine learning, transfer operator
    2016.04~2019.05.
  • Machine Learning with Prior Information on Structures in Data
    keyword : machine learning, structured learning, discrete structure
    2009.04~2019.05.
  • Combinatorial Optimization for Machine Learning
    keyword : machine learning, combinatorial optimization, submodular set-function
    2008.04~2019.05.
Academic Activities
Papers
1. I. Ishikawa, K. Fujii, M. Ikeda, Y. Hashimoto, and Y. Kawahara, Metric on nonlinear dynamical systems with Perron-Frobenius operators, Advances in Neural Information Processing Systems 31 (Proc. of NeurIPS'18), 2858-2868, 2018.12, [URL].
2. K. Fujii, T. Kawasaki, Y. Inaba, and Y. Kawahara, Prediction and classification in equation-free collective motion dynamics, PLoS Computational Biology, 10.1371/journal.pcbi.1006545, 14, 11, e1006545, 2018.11, [URL].
3. Y. Kawahara, Dynamic Mode Decomposition with Reproducing Kernels for Koopman Spectral Analysis, Advances in Neural Information Processing Systems 29 (Proc. of NIPS'16), 911-919, 2016.12, [URL].