Time series analysis

• Slides

Additional resources

• Introductions to POMP (MIF): Ionides et al. 2006 and 2011, Ionides Case Study: Polio in Wisconsin and Case Study: Dynamic Variation in Sexual Contact Rates, and the pomp page
• Various Monte Carlo tutorials:The Clever Machine
• Particle MCMC: Andrieu et al. 2010
• Approximate Bayesian Computation: Toni et al. 2009
• Probes: Kendall et al. 1997
• Synthetic likelihood: Wood 2010
• WAIC and cross-validation: Vehtari and Gelman 2014