Synthetic Biological Signals Machine-generated by GPT-2 improve the Classification of EEG and EMG through Data Augmentation

Mathematics

• Data Augmentation 100%
• Electroencephalogram (EEG) 98%
• Synthetic Data 26%
• Training 23%
• Random Forest 21%
• Robotics 18%
• Augmentation 17%
• Action Recognition 15%
• Gesture Recognition 14%
• Gesture 12%
• Classify 11%
• Data Classification 11%
• Benchmarking 10%
• Training Samples 9%
• Model 9%
• Manipulator 9%
• Real-time 8%
• Cross-validation 8%
• Machine Learning 8%
• Calibration 8%
• Fold 6%
• High-dimensional 6%
• Tend 5%

Engineering & Materials Science

• Electroencephalography 71%
• Random forests 26%
• Robotics 18%
• Grippers 14%
• Gesture recognition 14%
• Prosthetics 13%
• Benchmarking 12%
• Manipulators 10%
• Calibration 9%
• Machine learning 9%