Kyushu University Academic Staff Educational and Research Activities Database
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Hideaki Hayashi Last modified date:2019.06.27

Academic Degree
Doctor of Engineering
Country of degree conferring institution (Overseas)
Field of Specialization
Soft computing
Total Priod of education and research career in the foreign country
Research Interests
  • [Biosignal analysis]
    - An EMG model based on signal-dependent noise
    - EMG/EEG classification using a probabilistic neural network
    - Cardiotocography analysis
    [Neural network]
    - A recurrent probabilistic neural network with dimensionality reduction
    - A probabilistic neural network based on the Johnson distribution
    - A trainable multiplication layer
    [Image analysis]
    - MRI image generation using generative adversarial networks
    - Endoscopic image analysis
    - Ultrasonic image analysis
    - Document analysis using trainable multiplication layers
    - Font image generation using generative adversarial networks
    keyword : Biosignal analysis, neural network, pattern recognition, machine learning, image analysis.
Academic Activities