Dynamics of Learning & Distributed Adaptation James P. Crutchfield, Santa Fe Institute
1. Memorize: store history
- Provide analytical methods and quantitative measures of vehicle-road system structure and performance
- Automated design of adaptive control systems
- Analyze control system complexity versus traffic pattern regimes
- Dynamical systems theory for nonlinear analysis of temporal behavior
- Pattern formation theory and statistical mechanics for emergent structures and functions in agent populations
- Information and computation theories: a new approach to agent learning
- Predictive theory of agent learning
- Quantify structure in environment
- Quantify agent modeling capacity
- Fluctuations due to finite populations