Subject | Topic |
Discrete Dynamical Systems | Recursion formulas |
Difference equations |
Fixed points and stability |
The logistic model |
Systems of recursion formulas |
Discrete Stochastic Models and Simulation | Probability distributions |
Expected value and variance |
Simulation |
Model validation |
State Models and Markov Chains | Review of matrix algebra |
States and state diagrams |
The state balance equations |
Markov chains |
Transition matrices and equilibrium |
Continuous Markov processes and kernels |
Markov chain Monte Carlo methods |
Empirical Models | Models Based on Data |
Simple regression and least squares |
Bayesian methods |
The general linear model |
Nonlinear models |
Hierarchical models |
Continuous Models and Differential Equations | Classes of differential equations and solution methods |
Linear differential equations |
Formulating the model |
Continuous Stochastic Models and Queueing Theory | Elements of queueing theory |
The single server queue |
Stationary distributions and equilibrium |
Simulating a queueing system |