IWLS Algorithm: OverviewCovers the IWLS algorithm for obtaining MLEs in regression models and discusses the likelihood ratio statistic and deviance in model fitting.
Discrete Choice AnalysisIntroduces Discrete Choice Analysis, covering scale, depth, data collection, and statistical inference.
Latent Variable ModelsExplores latent variable models, EM algorithm, and Jensen's inequality in statistical modeling.
Likelihood of a spike trainDiscusses the likelihood of spike trains based on generative models and log-likelihood calculations from observed data.
