Optimization PrinciplesCovers optimization principles, including linear optimization, networks, and concrete research examples in transportation.
Optimization methodsCovers optimization methods, focusing on gradient methods and line search techniques.
Optimization and SimulationExplores optimization techniques like Metropolis-Hastings and Simulated Annealing through Markov chains and stationary distributions.
Optimization and SimulationCovers optimization and simulation techniques for drawing from multivariate distributions and dealing with correlations.
Multi-arm BanditsDiscusses algorithms for balancing exploration and exploitation in decision-making processes.
Degree of Freedom AnalysisExplores degree of freedom analysis, redundancy, and data reconciliation in process modeling and optimization.