Machine learning dynamical phase transitions in complex networks

Mathematics

• Arbitrary 5%
• Complex Dynamical Systems 15%
• Complex Networks 64%
• Demonstrate 6%
• Dynamical Phase Transition 100%
• Epidemic Spreading 16%
• Framework 18%
• Heterogeneous Networks 34%
• Lattice Structure 13%
• Machine Learning 60%
• Necessary 7%
• Open Problems 8%
• Performance 13%
• Phase Transition 33%
• Predict 10%
• Prediction 8%
• Quantum Systems 11%
• Sampling Methods 12%
• Structural Properties 11%
• Supervised Learning 46%
• Topology 7%
• Training 23%
• Unsupervised Learning 32%
• Verify 8%
• Vertex of a graph 6%

Medicine & Life Sciences

• Confusion 12%
• Datasets 17%
• Epidemics 9%
• Learning 24%
• Machine Learning 62%
• Phase Transition 69%

Physics & Astronomy

• confusion 7%
• dynamical systems 6%
• education 11%
• learning 19%
• machine learning 69%
• performance 5%
• predictions 3%
• sampling 15%
• topology 5%
• transition points 13%