Guiding Parameter Estimation of Agent-Based Modeling Through Knowledge-Based Function Approximation.
William BroniecSungeun AnSpencer RugaberAshok K. GoelPublished in: AAAI Spring Symposium: Combining Machine Learning with Knowledge Engineering (2021)
Keyphrases
- parameter estimation
- function approximation
- agent based modeling
- reinforcement learning
- maximum likelihood
- complex systems
- social behavior
- random fields
- model selection
- markov random field
- social sciences
- learning tasks
- least squares
- em algorithm
- multi agent systems
- radial basis function
- parameter estimation algorithm
- expectation maximization
- financial markets
- geographical information systems
- social interaction
- data mining
- swarm intelligence
- text categorization
- artificial neural networks
- image segmentation
- machine learning