• Sample-Based Data Augmentation Based on Electroencephalogram Intrinsic Characteristics 

      Li, Ruilin; Wang, Lipo; Suganthan, P. N.; Sourina, Olga ( Institute of Electrical and Electronics Engineers Inc. , 2022 , Article)
      Deep learning for electroencephalogram-based classification is confronted with data scarcity, due to the time-consuming and expensive data collection procedure. Data augmentation has been shown as an effective way to improve ...