Parsimonious representation of nonlinear dynamical systems through manifold learning: A chemotaxis case study

Mathematics

• Manifold Learning 100%
• Chemotaxis 75%
• Nonlinear Dynamical Systems 74%
• Dimensionality 26%
• Local Linear Regression 19%
• Large Data 16%
• Synthetic Data 15%
• Learning Algorithm 15%
• Factoring 14%
• Dynamical Behavior 13%
• Flexibility 12%
• Stochastic Model 12%
• Eigenvector 12%
• Metric 8%
• Demonstrate 7%
• Standards 7%

Engineering & Materials Science

• Nonlinear dynamical systems 86%
• Set theory 42%
• Stochastic models 24%
• Eigenvalues and eigenfunctions 23%
• Linear regression 22%
• Learning algorithms 18%
• Geometry 13%