Browsing KINDI Center for Computing Research by Subject "Randomized neural networks"

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    • Dynamic ensemble deep echo state network for significant wave height forecasting 

      Gao, Ruobin; Li, Ruilin; Hu, Minghui; Suganthan, Ponnuthurai Nagaratnam; Yuen, Kum Fai ( Elsevier Ltd , 2023 , Article)
      Forecasts of the wave heights can assist in the data-driven control of wave energy systems. However, the dynamic properties and extreme fluctuations of the historical observations pose challenges to the construction of ...

    • EEG-based emotion recognition using random Convolutional Neural Networks 

      Cheng, Wen Xin; Gao, Ruobin; Suganthan, P. N.; Yuen, Kum Fai ( Elsevier Ltd , 2022 , Article)
      Emotion recognition based on electroencephalogram (EEG) signals is helpful in various fields, including medical healthcare. One possible medical application is to diagnose emotional disorders in patients. Humans tend to ...