Data augmentation based on dynamical systems for the classification of brain states

Mathematics

• Data Augmentation 100%
• Brain 81%
• Dynamical system 55%
• Classifier 27%
• Transfer Learning 23%
• Connectivity 22%
• Model 20%
• Sleep 18%
• Neuroimaging 17%
• Computational Modeling 17%
• Prognosis 17%
• Functional Magnetic Resonance Imaging 17%
• Wake 16%
• Overfitting 16%
• Training Samples 16%
• Nonlinear Oscillator 15%
• Surrogate 15%
• Synthetic Data 14%
• Learning Algorithm 14%
• Computational Model 14%
• High-dimensional Data 14%
• Disorder 14%
• Machine Learning 13%
• Human 11%
• Cycle 8%

Physics & Astronomy

• dynamical systems 74%
• brain 71%
• augmentation 45%
• classifiers 33%
• prognosis 18%
• sleep 16%
• machine learning 15%
• learning 13%
• education 12%
• wakes 12%
• magnetic resonance 11%
• recording 9%
• disorders 9%
• oscillators 9%
• cycles 8%

Engineering & Materials Science

• Brain 61%
• Dynamical systems 60%
• Classifiers 17%
• Neuroimaging 16%
• Transfer learning 14%
• Magnetic Resonance Imaging 14%
• Sleep 13%
• Learning algorithms 10%
• Machine learning 9%