Robust physics discovery via supervised and unsupervised pattern recognition using the Euler Characteristic

Mathematics

• Pattern Recognition 93%
• Euler Characteristic 89%
• Physics 68%
• Machine Learning 60%
• Robustness 46%
• Spatio-temporal Data 43%
• Feature Vector 42%
• Manifold Learning 41%
• Unsupervised Learning 41%
• Supervised Classification 41%
• Dynamical system 40%
• Hyperparameters 34%
• Thresholding 33%
• Tuning 32%
• Descriptors 32%
• Regression 21%
• Demonstrate 16%
• Model 9%

Physics & Astronomy

• pattern recognition 100%
• machine learning 70%
• dynamical systems 55%
• physics 52%
• learning 30%
• regression analysis 28%
• tuning 20%

Engineering & Materials Science

• Pattern recognition 73%
• Physics 71%
• Dynamical systems 45%
• Machine learning 40%
• Tuning 21%